library(readr)
raisin_data <- read_csv("/Users/parthvi/Desktop/Desktop/Parthvi/MITA/SEM2/MVA/week 5/Raisin_Dataset.csv")
## Rows: 900 Columns: 8
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): Class
## dbl (7): Area, MajorAxisLength, MinorAxisLength, Eccentricity, ConvexArea, E...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
unique(raisin_data$Class)
## [1] "Kecimen" "Besni"
#cleaning the data and keeping only numerical values
raisin_data_nums = raisin_data[,1:7]
raisin_data_nums
## # A tibble: 900 × 7
## Area MajorAxisLength MinorAxisLength Eccentricity ConvexArea Extent Perime…¹
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 87524 442. 253. 0.820 90546 0.759 1184.
## 2 75166 407. 243. 0.802 78789 0.684 1122.
## 3 90856 442. 266. 0.798 93717 0.638 1209.
## 4 45928 287. 209. 0.685 47336 0.700 844.
## 5 79408 352. 291. 0.564 81463 0.793 1073.
## 6 49242 318. 200. 0.777 51368 0.658 882.
## 7 42492 310. 176. 0.823 43904 0.666 824.
## 8 60952 332. 235. 0.706 62329 0.744 933.
## 9 42256 323. 173. 0.845 44743 0.698 850.
## 10 64380 367. 228. 0.784 66125 0.664 982.
## # … with 890 more rows, and abbreviated variable name ¹Perimeter
is.matrix(raisin_data_nums) #false
## [1] FALSE
raisin_data_matrix <- as.matrix(raisin_data_nums) # converting the data to matrix
raisin_data_matrix
## Area MajorAxisLength MinorAxisLength Eccentricity ConvexArea Extent
## [1,] 87524 442.2460 253.2912 0.8197384 90546 0.7586506
## [2,] 75166 406.6907 243.0324 0.8018052 78789 0.6841296
## [3,] 90856 442.2670 266.3283 0.7983536 93717 0.6376128
## [4,] 45928 286.5406 208.7600 0.6849892 47336 0.6995994
## [5,] 79408 352.1908 290.8275 0.5640113 81463 0.7927719
## [6,] 49242 318.1254 200.1221 0.7773513 51368 0.6584564
## [7,] 42492 310.1461 176.1314 0.8230987 43904 0.6658936
## [8,] 60952 332.4555 235.4298 0.7060575 62329 0.7435982
## [9,] 42256 323.1896 172.5759 0.8454988 44743 0.6980309
## [10,] 64380 366.9648 227.7716 0.7840556 66125 0.6643757
## [11,] 80437 449.4546 232.3255 0.8560425 84460 0.6742358
## [12,] 43725 301.3222 186.9506 0.7842585 45021 0.6970682
## [13,] 43441 276.6108 201.8131 0.6838823 45133 0.6908556
## [14,] 76792 338.8575 291.3592 0.5105838 78842 0.7723222
## [15,] 74167 387.7989 247.8581 0.7690897 76807 0.6801816
## [16,] 33565 261.5543 167.7085 0.7673743 35794 0.6815505
## [17,] 64670 403.0840 206.4846 0.8588292 66419 0.7567726
## [18,] 64762 354.2939 235.7525 0.7464737 66713 0.6949980
## [19,] 43295 304.2845 182.8110 0.7994070 44714 0.7138382
## [20,] 70699 418.6986 216.5961 0.8557994 72363 0.7280751
## [21,] 69726 354.1769 252.5292 0.7011610 71849 0.7343985
## [22,] 57346 330.4784 222.4437 0.7395550 59365 0.7236088
## [23,] 82028 397.1150 268.3338 0.7371694 84427 0.6863751
## [24,] 61251 301.5078 273.6599 0.4197537 64732 0.6435957
## [25,] 96277 447.1345 275.2162 0.7881284 97865 0.7040572
## [26,] 75620 368.2243 263.4593 0.6986273 77493 0.7262774
## [27,] 73167 340.0552 276.0152 0.5841058 74545 0.7787369
## [28,] 60847 336.9239 231.4657 0.7266602 62492 0.6985878
## [29,] 81021 347.7501 297.6406 0.5171349 82552 0.7575596
## [30,] 59902 358.5919 222.9020 0.7833320 63250 0.7441242
## [31,] 88745 429.7704 265.6902 0.7860095 90715 0.7520635
## [32,] 41809 307.5327 175.0856 0.8221137 43838 0.6974444
## [33,] 75329 364.2308 265.8669 0.6835105 77541 0.7230797
## [34,] 61600 350.1828 225.8428 0.7642431 63397 0.7468296
## [35,] 46427 253.8420 235.9068 0.3692125 48275 0.6842191
## [36,] 40861 249.7402 213.5733 0.5183283 43096 0.7430894
## [37,] 55827 305.2988 234.6612 0.6396961 57724 0.7032880
## [38,] 54182 366.0667 192.0133 0.8513914 56450 0.6114177
## [39,] 77468 405.9366 245.9898 0.7954792 79220 0.7215454
## [40,] 49882 287.2643 222.1859 0.6338519 50880 0.7663778
## [41,] 95245 397.0941 307.2739 0.6334223 97988 0.7530440
## [42,] 71464 364.1031 253.7969 0.7170255 73265 0.7154843
## [43,] 77055 375.2501 262.8124 0.7137839 79255 0.7322671
## [44,] 92384 368.4062 320.7146 0.4920869 93772 0.7490068
## [45,] 77310 436.5299 228.2804 0.8523675 80138 0.6317209
## [46,] 57580 330.2284 232.0554 0.7114746 60232 0.6451035
## [47,] 69708 375.4473 239.1328 0.7709235 71321 0.7271779
## [48,] 41502 260.5127 205.8650 0.6128099 43114 0.8243192
## [49,] 45800 330.0087 181.6659 0.8348430 47802 0.7326828
## [50,] 52623 311.9968 218.0411 0.7152614 54175 0.6751905
## [51,] 44939 317.6167 183.3152 0.8166321 46400 0.6561779
## [52,] 114648 508.1289 288.9540 0.8225708 118314 0.6819050
## [53,] 65727 403.1943 210.0733 0.8535430 67372 0.6169811
## [54,] 45683 333.2625 177.7721 0.8458445 48787 0.6342307
## [55,] 111450 478.3110 298.6306 0.7811495 113256 0.6900929
## [56,] 47581 306.8119 203.0975 0.7495383 49203 0.6677754
## [57,] 57127 311.6446 238.6419 0.6431380 59943 0.6936255
## [58,] 53006 333.3814 206.8807 0.7841647 55456 0.6916954
## [59,] 69060 328.4889 275.8889 0.5427832 72223 0.7270239
## [60,] 25387 225.6295 144.6187 0.7675774 26139 0.6781440
## [61,] 66774 348.5580 246.4763 0.7070823 69097 0.6924465
## [62,] 47839 312.6013 198.7513 0.7718555 50166 0.7027706
## [63,] 78571 443.8223 228.7576 0.8569340 81718 0.6421928
## [64,] 64717 342.5767 245.7320 0.6967592 66649 0.6625410
## [65,] 60462 373.3428 208.1086 0.8302309 62213 0.6656831
## [66,] 59370 345.9492 221.9220 0.7671338 61464 0.6974859
## [67,] 54056 332.2676 208.6190 0.7783228 55539 0.6745533
## [68,] 89235 443.5159 258.9467 0.8118616 91201 0.6551906
## [69,] 51727 321.1271 208.7668 0.7598433 52913 0.7518896
## [70,] 71595 387.3097 236.7512 0.7914214 74045 0.7185367
## [71,] 95347 451.5262 280.2262 0.7841115 99256 0.6749561
## [72,] 60449 383.8002 208.1688 0.8401279 64346 0.6763449
## [73,] 69006 379.3178 241.8503 0.7703736 72895 0.6974530
## [74,] 68520 373.2356 237.0415 0.7724309 70759 0.7128589
## [75,] 52731 309.9773 219.7254 0.7053659 54438 0.6958800
## [76,] 50570 311.3448 208.3179 0.7431808 51743 0.7208633
## [77,] 75825 391.2043 248.5003 0.7723323 77437 0.7453700
## [78,] 42637 293.4296 189.4322 0.7636930 44052 0.7251190
## [79,] 76984 425.0482 233.9734 0.8348593 78641 0.7587546
## [80,] 47851 323.1525 191.6110 0.8052446 49187 0.7732370
## [81,] 51220 328.6476 202.5089 0.7875987 52903 0.6924710
## [82,] 53890 331.0863 216.5795 0.7563666 57109 0.7044444
## [83,] 58650 346.3390 219.6844 0.7730833 62380 0.6602871
## [84,] 98935 387.5169 326.8987 0.5370149 100747 0.7404206
## [85,] 77587 396.8076 251.9449 0.7725699 79970 0.7038646
## [86,] 180898 843.9567 323.1906 0.9237704 221396 0.4541889
## [87,] 71266 390.7072 235.6868 0.7975663 73002 0.6606289
## [88,] 39457 267.5569 188.7652 0.7086960 40472 0.6975762
## [89,] 35237 267.5538 173.5251 0.7611622 37418 0.7068322
## [90,] 49059 301.8004 210.4672 0.7167091 50835 0.6986073
## [91,] 53896 319.0720 217.6957 0.7310932 55392 0.7459447
## [92,] 56469 325.3414 225.1150 0.7219601 58697 0.6857361
## [93,] 85156 422.2791 260.2106 0.7875856 87057 0.7025609
## [94,] 67044 361.2554 238.2264 0.7517567 68626 0.7569435
## [95,] 52243 331.4511 206.7596 0.7815831 55774 0.7144342
## [96,] 38968 269.4020 185.7276 0.7243745 40147 0.7375833
## [97,] 79661 360.0734 282.7390 0.6192093 81032 0.7791569
## [98,] 59282 329.2426 233.7746 0.7041636 60580 0.7259257
## [99,] 48177 305.7845 202.4662 0.7493974 49877 0.6776426
## [100,] 74904 342.8963 280.1156 0.5767646 75898 0.7317416
## [101,] 81581 424.2783 245.5075 0.8155779 83143 0.7623823
## [102,] 57820 376.1912 199.7971 0.8473059 59968 0.7147802
## [103,] 57808 309.9717 241.3665 0.6274302 58954 0.7103465
## [104,] 55306 353.1546 204.1268 0.8160298 57396 0.7439902
## [105,] 59459 347.1552 222.1095 0.7685424 61585 0.7096193
## [106,] 44247 319.7903 178.6479 0.8294096 45872 0.6776372
## [107,] 48945 269.3704 239.1622 0.4601212 51456 0.7112445
## [108,] 68864 343.6762 261.9884 0.6472099 71726 0.6983470
## [109,] 82826 396.7059 269.7629 0.7332055 84981 0.7454347
## [110,] 65396 331.5384 253.2430 0.6454034 66783 0.7648297
## [111,] 81572 393.7162 265.8146 0.7376871 84964 0.6982708
## [112,] 44367 322.5040 176.7090 0.8365255 46531 0.7329996
## [113,] 51448 328.2896 202.1604 0.7879033 52772 0.7048057
## [114,] 50545 286.8713 227.1597 0.6107127 51771 0.8354545
## [115,] 94063 448.1211 276.6078 0.7867582 99085 0.7092938
## [116,] 84129 413.0346 261.6431 0.7737710 86242 0.7138348
## [117,] 79735 410.9979 250.2208 0.7933139 83306 0.7490441
## [118,] 90176 390.2073 294.7622 0.6552651 91793 0.7625490
## [119,] 61492 356.4260 224.1631 0.7774708 65298 0.6908437
## [120,] 79532 367.5260 277.2242 0.6565321 81603 0.7351142
## [121,] 69302 354.9637 254.4528 0.6972359 71843 0.7011534
## [122,] 52266 320.4426 213.8575 0.7447158 54116 0.6842891
## [123,] 51180 288.6311 226.6305 0.6192538 52396 0.7374427
## [124,] 55787 333.7035 226.9512 0.7331208 59520 0.6885924
## [125,] 96064 411.2071 303.2325 0.6754341 99609 0.7313311
## [126,] 54316 351.8053 198.4175 0.8257760 55960 0.6558953
## [127,] 70941 326.0112 278.1027 0.5218350 72330 0.7601093
## [128,] 55770 293.5807 243.4806 0.5587319 57633 0.7401656
## [129,] 47478 299.8186 205.2961 0.7287927 48900 0.7209147
## [130,] 88197 473.2867 238.7385 0.8634545 90297 0.6584568
## [131,] 74728 355.3105 270.7409 0.6475960 76287 0.7666769
## [132,] 70788 362.6508 249.4037 0.7259720 71954 0.7461579
## [133,] 48894 318.0989 197.4955 0.7839199 50468 0.6638156
## [134,] 52051 313.7033 213.6317 0.7322840 53550 0.6950513
## [135,] 53270 336.1489 204.3071 0.7940998 55288 0.6936921
## [136,] 57227 354.4311 207.5950 0.8105183 59307 0.6499818
## [137,] 97026 455.9716 273.0538 0.8008690 99561 0.6712047
## [138,] 58495 368.7395 205.7579 0.8298387 61496 0.6301032
## [139,] 53758 359.5316 193.4009 0.8429930 57197 0.7102954
## [140,] 110616 461.1446 306.8991 0.7463836 112150 0.7523977
## [141,] 49175 281.4314 224.4859 0.6031106 50672 0.7276130
## [142,] 53698 348.2232 197.7529 0.8231037 56089 0.7313413
## [143,] 73125 408.9408 231.2190 0.8248103 75540 0.6565126
## [144,] 50445 308.3589 208.8552 0.7356957 51555 0.7232258
## [145,] 46742 303.5552 199.4459 0.7538614 48077 0.7052628
## [146,] 69317 393.3990 228.7229 0.8136166 72170 0.6616743
## [147,] 75314 392.6516 246.0757 0.7792587 77118 0.7047122
## [148,] 54428 339.1147 206.6458 0.7928872 56175 0.7233918
## [149,] 39509 286.2316 180.4374 0.7762790 41446 0.7229725
## [150,] 66568 342.2504 249.5505 0.6843581 68078 0.7599174
## [151,] 45264 290.5884 203.3191 0.7144554 48142 0.6569140
## [152,] 57980 336.3129 222.6098 0.7495810 59311 0.7772952
## [153,] 75114 368.7301 262.4745 0.7023482 77454 0.7409154
## [154,] 78991 362.6409 279.0908 0.6385182 80355 0.7088972
## [155,] 76253 364.2256 269.5168 0.6726375 78443 0.7242876
## [156,] 83229 423.8444 253.8091 0.8008791 86345 0.6534940
## [157,] 45962 251.1334 235.3681 0.3487296 47173 0.7422804
## [158,] 57766 344.7374 215.1098 0.7814391 59834 0.7375827
## [159,] 39669 252.7482 202.2644 0.5996527 41860 0.6630397
## [160,] 41050 316.8416 167.3283 0.8491738 42965 0.6411858
## [161,] 47771 311.5250 197.0908 0.7744259 49237 0.6834094
## [162,] 53389 301.8459 228.5167 0.6533406 55158 0.7157470
## [163,] 73319 392.3627 239.1885 0.7927009 75653 0.7095685
## [164,] 91831 463.3579 257.9511 0.8307139 95560 0.7103704
## [165,] 71452 397.9614 239.7988 0.7980676 73864 0.7518335
## [166,] 59970 353.0016 219.6829 0.7827562 61834 0.7558227
## [167,] 51683 325.2399 208.9148 0.7664192 54510 0.7284426
## [168,] 41283 268.1254 199.6354 0.6675556 42505 0.7323836
## [169,] 92735 436.9856 271.5788 0.7834282 94693 0.7041222
## [170,] 44627 297.2593 194.7603 0.7554672 46921 0.6751846
## [171,] 84260 411.3974 262.9741 0.7690226 85978 0.6867827
## [172,] 59076 350.4872 216.6793 0.7860026 61643 0.6454983
## [173,] 58741 345.4854 222.3818 0.7652953 60701 0.7148194
## [174,] 68627 411.8885 216.8940 0.8501230 70932 0.7382423
## [175,] 51941 349.2262 191.8173 0.8356489 53893 0.7089954
## [176,] 77161 394.2784 253.2114 0.7665248 82746 0.6719000
## [177,] 85105 382.2900 288.7584 0.6553347 88056 0.7769450
## [178,] 52508 297.6969 226.2519 0.6499140 53588 0.7561636
## [179,] 39941 251.8477 208.4681 0.5610901 41594 0.7075716
## [180,] 48693 306.5739 204.2806 0.7456534 50298 0.7401277
## [181,] 87858 441.2241 255.6622 0.8150160 90905 0.7087266
## [182,] 67718 373.9241 233.2332 0.7816281 71102 0.7369945
## [183,] 63968 333.0124 247.8885 0.6677537 65403 0.7569998
## [184,] 43461 333.7059 169.3095 0.8617333 45669 0.6779341
## [185,] 81546 381.3487 273.8101 0.6960383 82807 0.7117197
## [186,] 43563 296.5222 188.1957 0.7727778 45174 0.6962839
## [187,] 36145 280.7577 166.5936 0.8049288 37401 0.8122654
## [188,] 57741 316.4840 234.2836 0.6723097 58976 0.7127111
## [189,] 69024 372.8220 237.6598 0.7704819 70649 0.7210430
## [190,] 78982 421.1618 241.6404 0.8190325 81442 0.7534365
## [191,] 78240 401.9301 249.8314 0.7833513 79677 0.7579926
## [192,] 87036 384.9699 289.4539 0.6592919 88336 0.7278962
## [193,] 37569 232.4278 208.1520 0.4449501 38874 0.7943714
## [194,] 79748 441.9343 231.7175 0.8515178 81718 0.7384484
## [195,] 44156 307.7070 186.0924 0.7963990 45285 0.6336060
## [196,] 87302 392.9101 284.1791 0.6905681 89605 0.7382458
## [197,] 69312 373.8031 237.1946 0.7728866 70719 0.7061556
## [198,] 86545 350.1279 315.7195 0.4323073 87512 0.7858868
## [199,] 59729 337.0435 231.8092 0.7259263 62511 0.6837111
## [200,] 59822 336.5841 227.9495 0.7357585 60648 0.7002868
## [201,] 63452 334.8460 243.2365 0.6872584 64925 0.7353173
## [202,] 61996 333.7476 243.5402 0.6837528 63641 0.6731379
## [203,] 74763 391.2272 245.5420 0.7785198 77508 0.6861131
## [204,] 73193 401.0723 235.8290 0.8088637 75563 0.7401157
## [205,] 66508 344.9045 249.0898 0.6916851 69240 0.7030147
## [206,] 74849 379.9250 252.6171 0.7469207 76154 0.7353927
## [207,] 38585 274.4451 180.9576 0.7518291 39926 0.6965933
## [208,] 61377 339.7335 234.0242 0.7249072 64027 0.7056125
## [209,] 39547 259.4226 198.4655 0.6439972 40765 0.7333840
## [210,] 49998 301.7807 212.3269 0.7106158 50857 0.7792949
## [211,] 49063 294.7483 217.9131 0.6733550 50732 0.6588114
## [212,] 46961 343.7885 177.1368 0.8570404 48476 0.6146326
## [213,] 57271 372.6991 196.9761 0.8489255 58786 0.7691512
## [214,] 58909 347.3439 218.1228 0.7782347 60379 0.7042572
## [215,] 51336 321.8844 206.1461 0.7680122 53944 0.7426009
## [216,] 62422 324.5570 247.7079 0.6461405 64021 0.7160621
## [217,] 48447 331.0510 189.9172 0.8190798 49996 0.6256150
## [218,] 64364 376.6625 221.6551 0.8085180 67510 0.6547445
## [219,] 72915 414.7181 229.5558 0.8328342 76912 0.6797714
## [220,] 49414 290.4582 219.4182 0.6552398 51029 0.7110337
## [221,] 45723 291.1973 203.0202 0.7168851 48658 0.6488293
## [222,] 64988 371.3536 226.9099 0.7916038 67847 0.6701175
## [223,] 56709 293.4085 247.7166 0.5359148 58143 0.7782856
## [224,] 93559 438.6344 275.5830 0.7779914 95750 0.6870699
## [225,] 81916 398.3266 265.4181 0.7456543 85615 0.6630727
## [226,] 79274 406.9762 255.2178 0.7789328 81976 0.7083855
## [227,] 88724 446.4305 260.3788 0.8122956 92630 0.6565291
## [228,] 65469 374.4662 227.5390 0.7942160 68018 0.7144385
## [229,] 75799 340.9827 289.1505 0.5300097 79230 0.7411003
## [230,] 76741 383.9822 258.1340 0.7403195 79198 0.7452030
## [231,] 54219 344.2908 204.4967 0.8044909 56526 0.6884952
## [232,] 52693 283.5042 242.1140 0.5202653 54860 0.7377492
## [233,] 84539 441.5289 248.3743 0.8267752 87728 0.6875773
## [234,] 34559 264.5152 168.9831 0.7693390 36516 0.6641874
## [235,] 49715 302.3474 213.3645 0.7085175 52250 0.6501072
## [236,] 39716 243.0383 210.1141 0.5025800 40598 0.7794328
## [237,] 46845 264.9673 225.8425 0.5229862 47739 0.7590906
## [238,] 52547 358.3657 189.2067 0.8492623 54649 0.7034028
## [239,] 41593 310.6749 178.3233 0.8188646 44753 0.5726697
## [240,] 44460 294.6241 197.5566 0.7418755 47486 0.6474254
## [241,] 51145 317.3482 211.0256 0.7468742 53531 0.7100514
## [242,] 43345 323.8592 175.1857 0.8410665 46785 0.6492758
## [243,] 53987 331.3507 213.1674 0.7655899 56076 0.6732218
## [244,] 59514 368.6379 209.1269 0.8235138 61469 0.7551580
## [245,] 85739 380.3704 288.2562 0.6524518 87052 0.7621515
## [246,] 56096 313.3863 232.2824 0.6712825 58701 0.7117698
## [247,] 46120 300.0972 201.2063 0.7419361 49996 0.6289720
## [248,] 57676 333.9700 222.2745 0.7463514 58991 0.6886687
## [249,] 62064 352.3687 227.8641 0.7627750 64811 0.6505660
## [250,] 50274 305.3973 212.2734 0.7189390 52016 0.6875077
## [251,] 77225 362.1373 277.0098 0.6441130 80872 0.7324835
## [252,] 45598 259.8963 225.6562 0.4961183 47266 0.7412863
## [253,] 38545 283.9875 175.4205 0.7864099 39765 0.7604364
## [254,] 39439 246.7636 212.6354 0.5074237 42795 0.6468273
## [255,] 74109 416.7127 230.5595 0.8329942 78032 0.7064594
## [256,] 41755 296.7884 184.1914 0.7841153 43362 0.6913308
## [257,] 61463 369.3997 213.6196 0.8158323 63117 0.7867768
## [258,] 43743 300.9063 185.8512 0.7864624 44836 0.6700827
## [259,] 73499 346.0511 275.5139 0.6050790 76355 0.7312460
## [260,] 40403 289.2593 179.2234 0.7849223 41209 0.7222043
## [261,] 62343 348.2888 232.8200 0.7437406 63897 0.7056207
## [262,] 46008 296.8793 212.0277 0.6999536 48762 0.6952790
## [263,] 43495 271.6467 205.1641 0.6554244 44535 0.7540219
## [264,] 50649 327.1110 199.5409 0.7923939 52462 0.7662945
## [265,] 61235 349.0264 226.8031 0.7600912 63504 0.7187207
## [266,] 78883 395.1001 256.9650 0.7596095 80973 0.6784467
## [267,] 58734 367.4839 205.0211 0.8299049 59845 0.7574769
## [268,] 68253 388.4547 224.7317 0.8156630 70347 0.7461301
## [269,] 62401 394.3975 203.1387 0.8571537 64722 0.7400849
## [270,] 73046 397.3382 234.8282 0.8066690 74242 0.6906509
## [271,] 54968 300.9544 234.3896 0.6272465 56851 0.7513395
## [272,] 84057 452.7757 245.2200 0.8406411 86710 0.6220178
## [273,] 90178 466.2494 250.1043 0.8439528 92321 0.7520035
## [274,] 67883 383.1890 233.3567 0.7931811 70360 0.6978104
## [275,] 43901 304.1003 191.2983 0.7773543 46443 0.6487417
## [276,] 33662 227.2938 191.1090 0.5413430 34787 0.7929987
## [277,] 77043 388.6927 257.5463 0.7489769 80094 0.7269305
## [278,] 64875 393.2147 212.9548 0.8406531 67701 0.7705235
## [279,] 42609 280.1490 200.2719 0.6992510 44944 0.6731280
## [280,] 79510 380.7192 267.0341 0.7127739 81779 0.7315974
## [281,] 58857 320.8119 235.3860 0.6794522 60597 0.6903642
## [282,] 67754 349.1971 251.6796 0.6932076 69536 0.6552611
## [283,] 54842 308.2324 227.2577 0.6755727 55879 0.7381952
## [284,] 78352 408.8097 245.4408 0.7997155 80474 0.6842730
## [285,] 72447 401.7420 231.5372 0.8172149 74481 0.7091037
## [286,] 58239 324.2951 230.9973 0.7018692 59977 0.7211903
## [287,] 93879 409.4869 292.9161 0.6987922 96072 0.7676689
## [288,] 68129 381.1755 230.0560 0.7973300 70141 0.6597045
## [289,] 74426 411.6968 231.7496 0.8265160 76449 0.6794537
## [290,] 60650 324.3616 242.2285 0.6650652 62580 0.7215428
## [291,] 136340 722.8539 311.3414 0.9024898 176818 0.5297740
## [292,] 65051 381.2140 218.2168 0.8199563 66476 0.6443564
## [293,] 72219 376.6505 249.5295 0.7490654 74373 0.7777945
## [294,] 81405 421.0949 248.0868 0.8080259 83634 0.7137283
## [295,] 70196 373.1976 243.8811 0.7569347 71937 0.6907899
## [296,] 69120 352.0114 250.8149 0.7016527 70274 0.7034399
## [297,] 56327 297.7657 241.9344 0.5829622 58178 0.7277390
## [298,] 54983 292.8989 248.4080 0.5298337 58095 0.7252737
## [299,] 105020 440.3896 306.1053 0.7189340 107423 0.7146162
## [300,] 36113 257.6419 181.1571 0.7110561 37442 0.6944808
## [301,] 87429 408.9260 273.8879 0.7425652 89063 0.7035746
## [302,] 57785 314.4310 236.1830 0.6601381 58867 0.7328658
## [303,] 69846 368.4507 243.9752 0.7493581 72585 0.6767236
## [304,] 81456 404.3164 258.8920 0.7681080 83499 0.7254720
## [305,] 61959 339.5850 234.6979 0.7227289 64424 0.7120415
## [306,] 61730 376.1886 210.6115 0.8285897 63756 0.6321880
## [307,] 62835 421.1693 191.1699 0.8910513 64406 0.7861450
## [308,] 52651 340.8170 204.4329 0.8001260 56217 0.6835040
## [309,] 67093 353.1099 243.0010 0.7255457 68383 0.7606916
## [310,] 45160 270.5554 220.1187 0.5814518 46805 0.6860719
## [311,] 58989 362.6681 209.5097 0.8162563 60916 0.7327826
## [312,] 44007 359.3755 161.7024 0.8930518 48490 0.6447440
## [313,] 65062 344.3098 242.6836 0.7093654 65825 0.7692180
## [314,] 38724 291.0011 170.7763 0.8096900 40133 0.7808832
## [315,] 63514 368.7863 221.2409 0.8000627 65057 0.6638446
## [316,] 46403 306.3041 196.6172 0.7667868 48631 0.6376316
## [317,] 55746 280.3131 254.6003 0.4183820 56989 0.7306543
## [318,] 38153 265.0402 184.8023 0.7168172 39564 0.6824979
## [319,] 66094 323.1877 261.0119 0.5897073 67032 0.7387198
## [320,] 57303 330.0250 221.9198 0.7401577 58973 0.7167624
## [321,] 61289 376.3752 208.7278 0.8321346 63997 0.6394796
## [322,] 55114 317.1723 222.7535 0.7118708 56849 0.7142542
## [323,] 45567 278.5022 216.7666 0.6278553 49075 0.7140708
## [324,] 72215 380.4148 244.0281 0.7671406 74175 0.7209244
## [325,] 65495 365.3190 230.5256 0.7757622 67299 0.6979433
## [326,] 34977 267.7377 170.8372 0.7699727 37747 0.6694803
## [327,] 76407 373.4424 264.4743 0.7060055 79086 0.7312514
## [328,] 66998 338.5866 257.3438 0.6498610 69844 0.7576045
## [329,] 57310 351.3965 209.8812 0.8020346 59225 0.6998327
## [330,] 79106 404.5732 252.0664 0.7821878 81999 0.7285168
## [331,] 56837 368.3727 198.7747 0.8419202 59040 0.6349651
## [332,] 53497 352.5028 194.9811 0.8330925 54875 0.6911757
## [333,] 58591 356.4633 212.1192 0.8036768 60664 0.7844137
## [334,] 60313 339.6035 227.7259 0.7418515 62130 0.7266802
## [335,] 72483 334.4176 282.6809 0.5343029 74945 0.7061798
## [336,] 52836 340.4048 204.3355 0.7997958 55143 0.8173886
## [337,] 68119 385.3917 230.7152 0.8010098 70719 0.6593012
## [338,] 83490 421.8829 254.3102 0.7978939 86319 0.7099490
## [339,] 74612 430.8652 229.2867 0.8466475 79297 0.6653469
## [340,] 44081 328.5871 173.3470 0.8495224 46287 0.6384664
## [341,] 39724 271.6657 189.4846 0.7165926 41587 0.7242825
## [342,] 89051 418.5556 274.9232 0.7540318 92636 0.7386753
## [343,] 57612 352.4414 210.0642 0.8029652 58810 0.6477188
## [344,] 65740 348.8812 245.9762 0.7091647 69233 0.7408159
## [345,] 69997 362.7414 247.0913 0.7321182 71994 0.7225422
## [346,] 75540 422.0985 237.6387 0.8264614 78465 0.7050851
## [347,] 46397 310.7244 192.9038 0.7839533 48183 0.6552786
## [348,] 61967 364.7840 218.5662 0.8006248 63724 0.6873004
## [349,] 87149 444.6108 253.2066 0.8219902 91704 0.7162205
## [350,] 67798 418.4081 207.8255 0.8679193 69356 0.6910266
## [351,] 49604 310.6056 204.6546 0.7522403 51007 0.7608092
## [352,] 88407 412.7569 275.2848 0.7451098 90865 0.7179623
## [353,] 46601 277.3533 216.2721 0.6260648 48457 0.7616534
## [354,] 53121 350.9684 195.8674 0.8297890 56120 0.7326630
## [355,] 80101 377.6166 272.6713 0.6918041 82949 0.7254868
## [356,] 69781 364.7445 248.7962 0.7312488 71504 0.6939378
## [357,] 58460 290.7536 258.3844 0.4585447 60254 0.7747561
## [358,] 61792 400.5028 197.7035 0.8696673 64962 0.7011619
## [359,] 78084 395.2098 254.3766 0.7653204 80285 0.7030035
## [360,] 63402 372.4843 224.0094 0.7989535 66639 0.6766344
## [361,] 48809 332.2649 190.3514 0.8196320 51847 0.6613417
## [362,] 49039 285.4021 220.8199 0.6335337 50879 0.7147709
## [363,] 64669 364.5828 228.8008 0.7785612 67524 0.6558456
## [364,] 103377 460.6704 287.9932 0.7804958 105569 0.7269678
## [365,] 73972 359.2727 263.3334 0.6802691 75353 0.7547393
## [366,] 47602 296.4930 206.2252 0.7184794 49089 0.7211878
## [367,] 69151 341.6461 258.3929 0.6542048 70703 0.7518456
## [368,] 56518 319.1919 230.7100 0.6910636 58879 0.7186471
## [369,] 86314 390.4130 282.2148 0.6909921 87873 0.7336631
## [370,] 56477 334.5881 219.1856 0.7555501 58408 0.6856668
## [371,] 32097 264.4164 157.9904 0.8018643 33699 0.6811179
## [372,] 71284 356.2592 256.4883 0.6940274 72618 0.7429751
## [373,] 87937 365.8370 307.9117 0.5400021 89581 0.7110100
## [374,] 100835 419.7534 306.9549 0.6820834 102881 0.7525786
## [375,] 66752 370.5036 231.5512 0.7806541 69039 0.7423900
## [376,] 65999 326.2987 264.4149 0.5859516 67971 0.6768642
## [377,] 70977 362.0636 256.3830 0.7060961 73417 0.6502226
## [378,] 38569 272.9372 181.8567 0.7456882 39909 0.7160308
## [379,] 53964 368.0741 189.8139 0.8567724 55662 0.6036782
## [380,] 79100 413.4964 246.4047 0.8030547 81839 0.6551484
## [381,] 83071 400.4657 265.9288 0.7476892 84531 0.7184581
## [382,] 31237 262.3471 155.0257 0.8067312 32564 0.6139106
## [383,] 26908 245.7558 143.7109 0.8111984 28607 0.6934873
## [384,] 66797 358.1989 240.7827 0.7403661 68732 0.6976625
## [385,] 76222 388.8074 250.6961 0.7643664 77958 0.7374420
## [386,] 46810 297.8914 201.5349 0.7364074 48300 0.7213079
## [387,] 65123 382.3577 218.8887 0.8199249 66825 0.7643365
## [388,] 65091 392.4933 216.8276 0.8335550 69597 0.6641939
## [389,] 68400 363.5065 249.5815 0.7270408 72981 0.7257448
## [390,] 64056 393.6168 209.6308 0.8463822 65958 0.7678734
## [391,] 49821 319.0821 202.2365 0.7734911 51829 0.6779751
## [392,] 80353 394.3402 264.5791 0.7415105 83419 0.6680218
## [393,] 51539 330.7475 200.9579 0.7942530 53060 0.7254110
## [394,] 63827 393.2517 209.1462 0.8468461 66445 0.6674091
## [395,] 89345 435.5509 262.0614 0.7987386 91337 0.7138463
## [396,] 31275 264.6872 156.3955 0.8067673 33540 0.6583933
## [397,] 75431 433.6712 222.9994 0.8576625 78125 0.7231842
## [398,] 72718 397.9029 235.5599 0.8059355 74803 0.7468674
## [399,] 82886 424.8227 253.1715 0.8030242 85879 0.6482813
## [400,] 67852 353.1243 247.3352 0.7137311 69587 0.7295130
## [401,] 49336 338.4815 193.0052 0.8214996 52619 0.6565528
## [402,] 39368 296.6559 171.2082 0.8166544 41361 0.6199685
## [403,] 51304 350.0426 189.7654 0.8403004 52949 0.6609977
## [404,] 91764 433.7682 270.2861 0.7821327 93480 0.6929246
## [405,] 79252 398.8446 254.1729 0.7706380 80799 0.7050074
## [406,] 50530 328.9180 198.2839 0.7978644 52600 0.6816955
## [407,] 66063 354.0975 238.5103 0.7391214 67503 0.7626761
## [408,] 73311 391.8675 239.6018 0.7912942 74825 0.6899664
## [409,] 82793 428.1169 249.3909 0.8128093 84950 0.7424582
## [410,] 104921 452.8630 297.0242 0.7548644 108211 0.7262979
## [411,] 59654 350.9000 219.4899 0.7802197 62384 0.7130528
## [412,] 76531 407.6686 241.3995 0.8058304 78857 0.7312275
## [413,] 57438 344.9802 215.4342 0.7810385 58924 0.6933942
## [414,] 55129 336.0217 210.4281 0.7796355 56855 0.7504015
## [415,] 37302 284.3301 170.5330 0.8001716 39280 0.7211739
## [416,] 58357 338.3210 220.4644 0.7585260 59383 0.7381729
## [417,] 33615 254.4722 171.0011 0.7405664 35376 0.7880486
## [418,] 47555 330.8993 186.2529 0.8265462 50165 0.6807088
## [419,] 71762 387.6741 236.8736 0.7916212 73593 0.7016779
## [420,] 84677 401.6681 269.6684 0.7411212 86777 0.7510288
## [421,] 86421 367.1703 300.7940 0.5734766 87929 0.7486227
## [422,] 90191 431.3670 272.7514 0.7747273 93719 0.6250243
## [423,] 34638 251.7422 178.3411 0.7057837 35824 0.7493996
## [424,] 39275 274.0660 185.4113 0.7364238 40747 0.7125621
## [425,] 41458 281.8249 192.6741 0.7297950 42792 0.6827734
## [426,] 85954 405.9152 272.0833 0.7420938 87690 0.7148180
## [427,] 56589 343.9348 213.1333 0.7848457 58274 0.6598531
## [428,] 39622 280.1125 185.1922 0.7502668 40539 0.7330077
## [429,] 48093 329.9357 187.0417 0.8237842 49367 0.7451081
## [430,] 67404 349.0113 247.6903 0.7045127 69607 0.7450261
## [431,] 57838 350.2855 214.8025 0.7899113 59449 0.6740397
## [432,] 58570 355.3995 214.5675 0.7971844 60494 0.6575579
## [433,] 60199 375.2797 205.4141 0.8368956 61711 0.7362891
## [434,] 74254 402.5265 241.2834 0.8004328 76702 0.7264705
## [435,] 63718 407.5659 200.2610 0.8709573 65950 0.7229673
## [436,] 28216 245.4013 150.2456 0.7906685 30316 0.6222928
## [437,] 79055 395.3687 258.2760 0.7571393 82562 0.7195060
## [438,] 86141 414.1072 266.9075 0.7645728 87883 0.7187401
## [439,] 82873 449.4093 239.6141 0.8460046 85648 0.7007695
## [440,] 98485 387.7628 325.7372 0.5425210 100682 0.7298645
## [441,] 53633 313.4800 218.6686 0.7165340 55147 0.7284321
## [442,] 63191 335.2417 243.9724 0.6858417 64898 0.7046040
## [443,] 58545 325.1886 231.9558 0.7008628 60738 0.7005001
## [444,] 68931 381.6717 231.5282 0.7949950 71336 0.6793105
## [445,] 67874 360.0235 243.2720 0.7371662 69889 0.6783194
## [446,] 61200 323.1744 246.2883 0.6474699 64553 0.7074490
## [447,] 87089 396.4869 280.2454 0.7073919 88754 0.7422316
## [448,] 59589 383.5712 201.3819 0.8510910 62974 0.6840818
## [449,] 50312 354.2356 182.3121 0.8573923 52070 0.6233522
## [450,] 41995 259.2089 210.3508 0.5843375 43443 0.7297006
## [451,] 137583 649.5415 273.2603 0.9072011 142650 0.7316377
## [452,] 117592 533.2929 288.5583 0.8409660 123587 0.7300677
## [453,] 95546 487.1783 251.9602 0.8558749 99166 0.7227820
## [454,] 96582 446.7052 278.3255 0.7821716 100113 0.7065976
## [455,] 61409 403.7013 209.3659 0.8550074 67286 0.5973929
## [456,] 154242 585.9281 337.5992 0.8173238 158371 0.7216000
## [457,] 134303 600.7663 288.3849 0.8772529 138133 0.7424362
## [458,] 112378 528.4003 272.7787 0.8564470 115602 0.6147055
## [459,] 124579 439.9605 371.0262 0.5374163 128307 0.6982502
## [460,] 83107 507.3809 233.1538 0.8881652 93706 0.4910020
## [461,] 107178 508.7479 270.4624 0.8469807 110611 0.6329086
## [462,] 64391 449.5559 187.1224 0.9092556 68813 0.6342691
## [463,] 126781 659.4426 249.5448 0.9256349 132802 0.7366620
## [464,] 45051 323.5893 180.0697 0.8308635 46532 0.8306322
## [465,] 119026 612.7444 250.9270 0.9123041 123463 0.6157451
## [466,] 67579 402.3102 217.0587 0.8419659 70809 0.7031130
## [467,] 97019 559.5992 228.6418 0.9127219 101539 0.5734526
## [468,] 184784 740.1087 320.5878 0.9013155 192699 0.6453533
## [469,] 168276 656.0994 328.4869 0.8656403 174282 0.6815387
## [470,] 195383 755.0129 335.7905 0.8956558 204472 0.7287691
## [471,] 65253 418.9979 205.7562 0.8711216 69700 0.6662548
## [472,] 120255 471.8135 326.5463 0.7217931 123486 0.7238870
## [473,] 108161 485.1026 286.0332 0.8076703 111765 0.7079063
## [474,] 157877 613.8737 328.3133 0.8449646 161901 0.6413228
## [475,] 83800 440.8337 245.3819 0.8307596 86346 0.6571621
## [476,] 177264 619.9585 366.7632 0.8062366 180994 0.6832194
## [477,] 127245 530.3041 309.1215 0.8125340 130649 0.6790964
## [478,] 108314 455.6059 311.1711 0.7304342 112497 0.6869447
## [479,] 128947 572.8016 289.0222 0.8633670 132108 0.6044088
## [480,] 189637 636.7524 403.7193 0.7733095 209580 0.6137855
## [481,] 137508 604.1144 292.0961 0.8753382 141818 0.6015223
## [482,] 75173 365.8032 267.5828 0.6818482 78359 0.6799540
## [483,] 115859 488.4889 305.0908 0.7809765 120546 0.7426431
## [484,] 92188 374.7202 324.3026 0.5009907 95920 0.7475996
## [485,] 153824 536.6070 369.2865 0.7255325 159063 0.7390836
## [486,] 85492 437.0140 250.8926 0.8187806 89018 0.7233438
## [487,] 106312 464.3324 295.3168 0.7716866 111089 0.7296837
## [488,] 210923 984.0455 367.2795 0.9277371 278217 0.5073521
## [489,] 89138 507.1434 226.2166 0.8950028 93549 0.7383863
## [490,] 83567 465.1015 230.9042 0.8680597 86859 0.6092221
## [491,] 171256 531.3732 412.3828 0.6306467 174277 0.7019149
## [492,] 77105 419.9537 238.8395 0.8225256 80497 0.6689948
## [493,] 100443 457.5699 283.6113 0.7847435 104186 0.6737885
## [494,] 72606 424.4720 223.2326 0.8505423 76975 0.6838526
## [495,] 83555 457.5465 235.0999 0.8578936 86694 0.7112274
## [496,] 146268 588.0092 321.6080 0.8371693 150416 0.6954215
## [497,] 113608 559.2668 264.0287 0.8815461 118098 0.6278628
## [498,] 75058 424.7637 228.8458 0.8424591 78952 0.6854612
## [499,] 116406 612.6653 251.8328 0.9116152 125638 0.5262596
## [500,] 100319 480.7790 267.6689 0.8306868 104255 0.6396141
## [501,] 143386 469.2765 397.3102 0.5321595 146328 0.7502603
## [502,] 164782 660.3642 322.6209 0.8725359 169000 0.7577577
## [503,] 71639 400.4140 231.6201 0.8157166 76252 0.6424619
## [504,] 141220 575.6824 316.6212 0.8351693 144300 0.6591519
## [505,] 88290 514.4362 221.4448 0.9026091 92317 0.5551573
## [506,] 102569 515.3952 259.1942 0.8643424 106888 0.5732418
## [507,] 182160 997.2919 271.8724 0.9621244 221527 0.3798561
## [508,] 208264 675.0983 395.5793 0.8103414 212813 0.7717483
## [509,] 133101 641.5097 265.3140 0.9104689 136793 0.5824964
## [510,] 169009 719.5059 301.5651 0.9079271 174718 0.7169266
## [511,] 81901 450.8275 237.2090 0.8503834 85000 0.5831079
## [512,] 80678 457.9252 229.7036 0.8650892 85201 0.6073596
## [513,] 101661 440.9818 295.5307 0.7422119 105429 0.7132904
## [514,] 82207 451.0060 235.1598 0.8533053 84780 0.6294371
## [515,] 166275 602.3078 356.2363 0.8063400 168292 0.7192821
## [516,] 188651 621.0127 390.3076 0.7778081 192922 0.7471563
## [517,] 202118 684.6030 379.7193 0.8320796 209242 0.7172188
## [518,] 97375 468.9040 268.2670 0.8201734 100169 0.6947169
## [519,] 64303 442.7453 187.0290 0.9063954 67199 0.6862354
## [520,] 86715 440.4743 254.3360 0.8164515 89920 0.7353714
## [521,] 155702 655.3990 304.6121 0.8854295 160709 0.6970462
## [522,] 84295 458.8440 238.2890 0.8545770 88521 0.7084506
## [523,] 177206 699.6183 328.1121 0.8832049 181412 0.7391529
## [524,] 110897 518.7876 275.2605 0.8476322 115550 0.7304361
## [525,] 56903 360.8153 204.0377 0.8247546 59797 0.7184269
## [526,] 113029 558.5162 265.2842 0.8799964 116783 0.6620918
## [527,] 69579 398.5967 224.5785 0.8261686 71648 0.7193859
## [528,] 163442 594.7592 351.4257 0.8067664 167471 0.7046858
## [529,] 114289 580.6008 261.7637 0.8925999 120657 0.6494874
## [530,] 74652 424.9807 231.6043 0.8384516 79014 0.5926173
## [531,] 90559 473.5758 246.9200 0.8533156 95477 0.6732310
## [532,] 104352 562.3359 239.4026 0.9048508 107968 0.6680666
## [533,] 82161 441.7956 246.8101 0.8294020 86909 0.6302430
## [534,] 131816 532.7314 322.6830 0.7956823 138992 0.7221924
## [535,] 163082 696.1490 302.2224 0.9008480 167442 0.7637786
## [536,] 77012 425.2194 239.4696 0.8263431 81325 0.6542798
## [537,] 81604 528.5859 204.7395 0.9219393 87172 0.4914601
## [538,] 82853 430.1150 251.1757 0.8117728 85292 0.7464369
## [539,] 145693 591.1801 321.4312 0.8392725 151644 0.6485275
## [540,] 96443 541.2001 232.5480 0.9029767 101271 0.5534114
## [541,] 168620 730.7610 295.5005 0.9145939 172003 0.7967303
## [542,] 193032 661.1488 376.4322 0.8220878 197672 0.6311205
## [543,] 140897 588.0709 308.0258 0.8518473 146231 0.7339991
## [544,] 118988 483.3400 315.2485 0.7580218 122375 0.7844673
## [545,] 103666 456.3827 293.9224 0.7650034 107992 0.6472652
## [546,] 68231 394.6465 228.1610 0.8159375 71591 0.6645273
## [547,] 88928 395.7250 300.2270 0.6514683 93821 0.6710636
## [548,] 117077 496.1308 314.5474 0.7733322 123305 0.7088316
## [549,] 123056 618.1418 256.9501 0.9095103 128101 0.6412841
## [550,] 94455 496.8950 245.2439 0.8697159 97496 0.7198875
## [551,] 89311 429.2791 270.8593 0.7758127 94720 0.6826492
## [552,] 68982 400.7369 223.9077 0.8293430 73278 0.7287652
## [553,] 204864 596.6398 440.4971 0.6744762 209457 0.7510090
## [554,] 83693 437.7349 245.4243 0.8280402 87230 0.7028595
## [555,] 75529 418.5185 233.9902 0.8291059 79168 0.6586697
## [556,] 121034 518.7204 305.7358 0.8078386 125665 0.7066647
## [557,] 105192 440.5629 305.7918 0.7198850 107313 0.7369018
## [558,] 77402 469.4593 215.0800 0.8888780 80680 0.6213285
## [559,] 87857 380.7765 300.9086 0.6127845 90968 0.7284992
## [560,] 139399 522.4680 348.2822 0.7454071 144034 0.6936309
## [561,] 178334 626.0642 366.2370 0.8110454 181715 0.7894518
## [562,] 144084 555.9210 332.1239 0.8019211 149076 0.7294211
## [563,] 84975 511.8747 215.4482 0.9071069 88730 0.6296123
## [564,] 118043 493.7652 308.0001 0.7816012 122903 0.6755969
## [565,] 102769 515.6081 261.1367 0.8622614 109161 0.6502309
## [566,] 136960 559.2959 313.3099 0.8283667 139458 0.7221420
## [567,] 113206 548.9710 264.2585 0.8765172 116787 0.7258610
## [568,] 155057 610.6780 325.5077 0.8460984 159681 0.7610570
## [569,] 116715 571.0488 278.8374 0.8726815 127342 0.6026177
## [570,] 91146 498.3918 241.8968 0.8743174 97149 0.6728926
## [571,] 101223 496.5335 276.8662 0.8301109 109593 0.7136119
## [572,] 79492 422.5673 243.1163 0.8179203 82708 0.6373535
## [573,] 93234 452.9265 268.7631 0.8049135 97428 0.7159070
## [574,] 167279 690.0720 311.9957 0.8919569 171794 0.5786739
## [575,] 193558 769.4251 321.6858 0.9084075 197851 0.6059158
## [576,] 146175 592.9085 319.0201 0.8429068 149156 0.6328333
## [577,] 108076 516.0732 270.7434 0.8513352 112975 0.6988154
## [578,] 131811 573.5418 295.4231 0.8571388 135814 0.7115073
## [579,] 129038 540.8148 306.8178 0.8234940 134796 0.6487582
## [580,] 130868 613.1726 273.1819 0.8952710 134139 0.5367842
## [581,] 206720 713.4725 373.6425 0.8519054 210114 0.7805762
## [582,] 205497 632.7276 414.1883 0.7559688 209486 0.7692887
## [583,] 146420 598.0727 314.3906 0.8506867 149403 0.7467360
## [584,] 126014 523.1864 309.1168 0.8067924 130059 0.7362265
## [585,] 101103 484.1659 269.1459 0.8312519 105500 0.6700000
## [586,] 61444 371.6938 213.1798 0.8191803 64321 0.7374725
## [587,] 160605 630.6173 330.7711 0.8513984 167411 0.7231853
## [588,] 100649 433.3669 300.4578 0.7206390 103883 0.7247192
## [589,] 112808 542.5048 267.2019 0.8702934 116961 0.7431553
## [590,] 105951 521.1128 267.7271 0.8579338 111368 0.7335600
## [591,] 177916 581.7097 394.5247 0.7348629 181352 0.7372067
## [592,] 109254 483.1637 289.8287 0.8001080 111624 0.7401030
## [593,] 128574 601.8002 276.2482 0.8884175 135975 0.6740022
## [594,] 124166 525.9454 304.1565 0.8158211 126960 0.7289988
## [595,] 133784 581.2869 300.6357 0.8558707 139806 0.6795896
## [596,] 80481 481.0640 217.5612 0.8918912 85153 0.7149736
## [597,] 63491 326.6329 248.3224 0.6496313 64892 0.7343566
## [598,] 109791 477.0335 294.5338 0.7866274 112766 0.7447800
## [599,] 89236 389.6817 295.3319 0.6523941 92014 0.6969929
## [600,] 152267 598.9676 331.2490 0.8331592 157353 0.5940504
## [601,] 89721 530.1566 223.4999 0.9067943 95252 0.5474331
## [602,] 129493 497.7881 339.5263 0.7312870 136555 0.6475298
## [603,] 74966 465.3608 209.2796 0.8931722 78159 0.7124149
## [604,] 136180 551.4538 316.4698 0.8189375 139701 0.7298902
## [605,] 102013 453.8935 292.1302 0.7653540 106036 0.6378284
## [606,] 169078 644.9313 336.5716 0.8530238 173362 0.6829889
## [607,] 78304 390.9731 262.7704 0.7404664 82394 0.6232857
## [608,] 54321 395.0118 182.3240 0.8871059 58632 0.6250690
## [609,] 101439 524.8172 251.1606 0.8780507 107520 0.7333116
## [610,] 118787 562.2810 273.3299 0.8738981 125083 0.6437134
## [611,] 85517 410.6221 269.8172 0.7538089 88349 0.7029411
## [612,] 72653 403.1910 231.0557 0.8195080 74718 0.6638979
## [613,] 126515 595.3426 277.9093 0.8843599 134574 0.7129775
## [614,] 117714 480.6297 314.0265 0.7570432 120922 0.7243002
## [615,] 62451 337.2900 237.7054 0.7094549 64499 0.6962751
## [616,] 107895 462.0461 300.5590 0.7595100 110755 0.7640477
## [617,] 199015 615.4172 413.9275 0.7400094 201464 0.7685698
## [618,] 130388 511.8976 326.3124 0.7704863 132727 0.7191837
## [619,] 106440 501.0443 273.1941 0.8382739 108790 0.7507512
## [620,] 109878 541.9484 260.0836 0.8773206 112825 0.6891927
## [621,] 78984 427.4943 236.8826 0.8324377 82328 0.6984172
## [622,] 135899 625.3482 286.8999 0.8885477 144444 0.6325886
## [623,] 193818 678.5596 367.9004 0.8402634 201241 0.7915462
## [624,] 137788 654.4703 272.3013 0.9093355 141442 0.7064312
## [625,] 71800 431.0086 218.7158 0.8616806 77521 0.6481548
## [626,] 96210 482.5120 262.6744 0.8388327 102157 0.6865865
## [627,] 103057 548.4052 241.1232 0.8981541 107983 0.7156537
## [628,] 104602 478.2227 279.3610 0.8116348 106906 0.7799135
## [629,] 105467 465.5738 290.2024 0.7819652 109052 0.7303809
## [630,] 83059 440.5600 243.6365 0.8331709 88806 0.6858089
## [631,] 99378 466.3975 275.5756 0.8067741 102653 0.6870381
## [632,] 90585 489.6478 239.3503 0.8723839 95774 0.6723447
## [633,] 83065 444.9996 241.3312 0.8401735 87785 0.7205500
## [634,] 54357 362.5947 192.9494 0.8466595 56006 0.6999176
## [635,] 169645 731.5619 299.4134 0.9124090 174278 0.7555157
## [636,] 70461 376.1708 243.9548 0.7611965 72819 0.7282791
## [637,] 105347 476.8035 282.0258 0.8063103 108072 0.7690348
## [638,] 160583 630.6452 326.2445 0.8557929 165385 0.7518987
## [639,] 101772 477.9089 273.4044 0.8201946 104567 0.6843379
## [640,] 61123 329.3302 257.2681 0.6242986 70556 0.7232635
## [641,] 90375 480.6325 241.0168 0.8651823 93826 0.6435591
## [642,] 131847 560.4209 302.6407 0.8416497 134950 0.7443138
## [643,] 81998 423.6326 251.2394 0.8051585 83932 0.7294806
## [644,] 105924 497.7006 274.5758 0.8340501 109179 0.7165354
## [645,] 121757 486.5211 323.3517 0.7471814 125067 0.7599126
## [646,] 116198 494.2592 301.6829 0.7921134 118786 0.7193675
## [647,] 86846 459.3960 242.6200 0.8491647 89047 0.7259308
## [648,] 77799 419.3386 238.3433 0.8227669 80688 0.6480010
## [649,] 75242 391.6781 248.0891 0.7738242 77890 0.6681763
## [650,] 113164 486.7664 297.1103 0.7921122 116531 0.7395615
## [651,] 194864 657.8678 378.0585 0.8183836 197430 0.7864269
## [652,] 103313 503.4514 266.4450 0.8484742 108615 0.6670433
## [653,] 98464 488.2150 261.7243 0.8441646 101977 0.6794322
## [654,] 97377 503.9921 252.4996 0.8654477 101317 0.7084231
## [655,] 169880 648.9042 339.1311 0.8525650 177170 0.7137665
## [656,] 69746 370.5605 241.9145 0.7575011 72724 0.7126028
## [657,] 172334 595.8177 375.0205 0.7770640 174610 0.6361113
## [658,] 192815 731.4403 337.1024 0.8874652 196576 0.7343990
## [659,] 92121 432.0619 275.6906 0.7699690 95197 0.7154473
## [660,] 82462 434.5712 244.4575 0.8267798 85611 0.6499109
## [661,] 53325 351.2037 197.2136 0.8274521 56030 0.7061417
## [662,] 151703 595.1071 330.3428 0.8317850 156402 0.6713086
## [663,] 40702 274.1690 191.3784 0.7160677 41924 0.7216155
## [664,] 81480 434.1003 242.7018 0.8291060 84581 0.6740123
## [665,] 104669 546.6728 248.5279 0.8906859 110984 0.6873457
## [666,] 85390 403.7297 272.9703 0.7367902 88615 0.7104998
## [667,] 178692 594.7222 384.0380 0.7635543 181288 0.7470464
## [668,] 104385 488.8976 277.6837 0.8230428 108197 0.7721698
## [669,] 206689 746.1453 355.3007 0.8793470 212569 0.7458089
## [670,] 98166 420.7022 299.5836 0.7020742 100659 0.7074262
## [671,] 156769 662.9666 307.8681 0.8856363 161782 0.7421088
## [672,] 182823 700.0085 337.7067 0.8759333 190749 0.6988914
## [673,] 96139 498.3877 250.1120 0.8649591 100204 0.6753611
## [674,] 99177 494.0552 260.9736 0.8491027 104468 0.6141751
## [675,] 76114 435.3879 224.7276 0.8564952 77824 0.6819273
## [676,] 111056 514.7145 277.8791 0.8417482 114995 0.6707860
## [677,] 51350 342.6553 204.0111 0.8034421 54576 0.6491783
## [678,] 144973 614.8149 304.3315 0.8688947 150534 0.7336690
## [679,] 182788 621.2068 379.4244 0.7917957 188848 0.7330609
## [680,] 128442 585.9820 281.6014 0.8769601 133704 0.7506838
## [681,] 76364 381.8024 258.5880 0.7357233 78977 0.7473478
## [682,] 158808 658.9566 308.5284 0.8836185 162376 0.7266105
## [683,] 106923 591.1158 234.8233 0.9177085 111428 0.5222788
## [684,] 60640 369.2704 218.5287 0.8060958 66145 0.7117204
## [685,] 88257 452.9246 254.4822 0.8272294 92886 0.7360884
## [686,] 102868 430.0261 312.9726 0.6857904 106439 0.7179308
## [687,] 61539 364.2559 220.3620 0.7962522 65462 0.7233925
## [688,] 129292 614.5474 270.0855 0.8982490 133475 0.6896898
## [689,] 57999 311.0225 243.4761 0.6222421 61519 0.6563349
## [690,] 88315 456.7407 248.1500 0.8395348 92046 0.6441930
## [691,] 88250 478.4818 238.3219 0.8671315 92397 0.6066001
## [692,] 141137 600.1261 305.7668 0.8604681 145158 0.5855894
## [693,] 123980 531.8683 332.5762 0.7803860 138078 0.6676216
## [694,] 49371 320.6434 200.2456 0.7810154 52692 0.6751220
## [695,] 172783 820.7240 352.1937 0.9032448 219952 0.4969370
## [696,] 86852 456.4787 248.6069 0.8386837 90550 0.6078540
## [697,] 91464 433.2198 273.2555 0.7759822 93852 0.7177024
## [698,] 93441 396.7908 300.8126 0.6521222 95370 0.7233171
## [699,] 94211 450.0046 269.2866 0.8011912 96340 0.7168478
## [700,] 124630 585.0938 275.4936 0.8822113 128308 0.6818319
## [701,] 116361 554.4901 277.0669 0.8662108 125132 0.7474130
## [702,] 152992 572.7054 341.2457 0.8030968 155411 0.7775248
## [703,] 147843 651.0028 299.7433 0.8876944 155494 0.7193256
## [704,] 135036 582.6875 301.5685 0.8556545 139124 0.6345677
## [705,] 128107 616.9944 267.9807 0.9007526 133001 0.6214834
## [706,] 79975 439.3125 240.4942 0.8368495 83384 0.6911616
## [707,] 60674 345.3152 225.2188 0.7580365 62614 0.7355762
## [708,] 96404 470.1017 264.2362 0.8270808 99678 0.7545474
## [709,] 222915 731.5594 389.9467 0.8460933 227170 0.7705430
## [710,] 108379 482.5656 289.3857 0.8002387 111707 0.7027102
## [711,] 62562 407.9393 198.7101 0.8733422 64694 0.6282587
## [712,] 204226 648.2043 402.2833 0.7841179 207198 0.7739879
## [713,] 77985 473.3407 214.0920 0.8918658 82967 0.6743774
## [714,] 104728 495.6717 272.6867 0.8350752 109157 0.7302189
## [715,] 85449 471.1247 238.3287 0.8626087 89794 0.5847705
## [716,] 97558 477.1107 261.9163 0.8358464 100259 0.7770450
## [717,] 97049 548.2208 231.6610 0.9063309 102899 0.6163015
## [718,] 58870 355.1360 212.0295 0.8022135 60490 0.7349563
## [719,] 83889 450.9890 241.3304 0.8447800 88842 0.7298250
## [720,] 110527 514.5888 275.5834 0.8445093 114538 0.6896989
## [721,] 66793 362.2312 236.4044 0.7576733 69506 0.6841092
## [722,] 91665 485.4521 243.0800 0.8656040 95741 0.7000321
## [723,] 126149 478.8771 345.9200 0.6915209 134778 0.6249084
## [724,] 101618 443.4930 293.3842 0.7499182 104508 0.7502418
## [725,] 96442 450.4081 276.9226 0.7886628 100712 0.7030581
## [726,] 79397 434.9941 235.5195 0.8407449 83074 0.6961169
## [727,] 86658 439.2291 258.3043 0.8087986 89048 0.6997578
## [728,] 113046 548.9408 265.3051 0.8754528 116819 0.6771817
## [729,] 53373 330.6772 215.7016 0.7579586 56639 0.6542813
## [730,] 80274 404.3025 256.0625 0.7738706 84523 0.6635421
## [731,] 89431 464.8339 247.3520 0.8466627 92412 0.6247974
## [732,] 84383 403.9094 271.2515 0.7409455 87629 0.6749452
## [733,] 98260 520.1031 245.2098 0.8818854 103918 0.5764571
## [734,] 104656 489.4542 273.4527 0.8293773 106961 0.7416100
## [735,] 100186 462.5059 277.6991 0.7996827 101921 0.6822429
## [736,] 122617 503.6876 322.6225 0.7679406 131499 0.6432536
## [737,] 117301 507.2404 296.8299 0.8108993 122361 0.6184022
## [738,] 48007 302.6110 209.1161 0.7228173 50679 0.6770513
## [739,] 165681 615.2109 346.7022 0.8260818 170954 0.7358237
## [740,] 83929 429.0904 252.0376 0.8093139 87269 0.7048415
## [741,] 109701 546.6353 256.6147 0.8829622 113425 0.5806252
## [742,] 117098 637.7702 237.4718 0.9280936 120417 0.6528657
## [743,] 107082 536.8516 258.7172 0.8762176 112201 0.7295209
## [744,] 102944 477.1675 277.2225 0.8139213 108053 0.7156841
## [745,] 53077 327.2878 212.2311 0.7612539 55532 0.6464133
## [746,] 78161 453.2034 222.6050 0.8710574 81689 0.7334929
## [747,] 122433 585.2942 270.7088 0.8866102 128445 0.5794932
## [748,] 142069 662.7138 275.4397 0.9095366 148697 0.7322767
## [749,] 82585 436.1824 264.8741 0.7945068 93928 0.5884470
## [750,] 96753 477.4997 261.9434 0.8361027 99964 0.6941073
## [751,] 106393 472.3094 287.5939 0.7932394 109501 0.6783883
## [752,] 182122 620.4872 376.4886 0.7948829 187560 0.7218298
## [753,] 49691 336.6781 189.2617 0.8270391 52077 0.7249504
## [754,] 79057 436.3900 236.8954 0.8398281 82642 0.6545971
## [755,] 110785 560.0071 259.3973 0.8862519 116070 0.5585667
## [756,] 171749 671.2546 328.9099 0.8717265 175679 0.7381593
## [757,] 149841 547.4564 354.5846 0.7619000 155682 0.7118473
## [758,] 97513 486.9022 257.2700 0.8490072 100196 0.6889090
## [759,] 97254 422.0441 305.8751 0.6890152 100815 0.6333496
## [760,] 132116 519.6800 325.3325 0.7798033 133811 0.7450711
## [761,] 132730 535.9809 324.9589 0.7952450 139810 0.6885586
## [762,] 68576 377.1369 235.1295 0.7818559 71551 0.7190747
## [763,] 109011 504.3955 277.0340 0.8356650 111306 0.6209330
## [764,] 109438 502.7293 280.3437 0.8300806 113476 0.6354731
## [765,] 76551 394.4426 255.2544 0.7623823 81613 0.6323655
## [766,] 121080 573.4036 270.6325 0.8816116 124432 0.7237904
## [767,] 86202 437.7713 253.9093 0.8146132 90825 0.7051461
## [768,] 134913 639.6016 273.0921 0.9042648 139500 0.7367263
## [769,] 175247 713.0171 316.3985 0.8961526 179961 0.5921627
## [770,] 195281 609.8297 408.5356 0.7424355 197426 0.7696561
## [771,] 131496 506.1154 334.3318 0.7507521 134210 0.7055226
## [772,] 175946 604.5301 372.8498 0.7871514 180289 0.7758376
## [773,] 66265 424.5594 203.3813 0.8777926 70487 0.6280150
## [774,] 106938 498.4339 274.5903 0.8345672 110118 0.7731874
## [775,] 76624 473.9660 207.7370 0.8988311 80356 0.6610076
## [776,] 88747 425.0073 268.6685 0.7748458 92317 0.7613128
## [777,] 165940 624.8450 340.6956 0.8382746 170781 0.7794636
## [778,] 181926 579.9186 400.8017 0.7227263 185474 0.7168085
## [779,] 148073 599.3628 327.0841 0.8379678 152985 0.6901561
## [780,] 103915 516.4855 260.1054 0.8639332 106499 0.6910850
## [781,] 71141 417.1370 219.1853 0.8508236 73629 0.7254548
## [782,] 169494 614.9937 352.2808 0.8196811 172094 0.7401226
## [783,] 47253 360.0192 172.5084 0.8777251 51538 0.7113202
## [784,] 102960 522.3810 252.3654 0.8755619 105956 0.7416585
## [785,] 81570 450.4809 233.6081 0.8550323 84540 0.7332135
## [786,] 62526 357.2051 228.8629 0.7677875 65994 0.7073077
## [787,] 141613 588.3716 311.2962 0.8485714 149492 0.7217935
## [788,] 105961 497.7015 275.9717 0.8321887 109992 0.6975616
## [789,] 125282 536.4990 299.4368 0.8297527 129758 0.7359486
## [790,] 87252 433.4845 261.0666 0.7983065 90160 0.7357946
## [791,] 108771 472.2082 294.4539 0.7817692 111241 0.7700493
## [792,] 138202 556.9819 318.2528 0.8206800 143228 0.6972152
## [793,] 92024 453.7152 260.4861 0.8187726 94643 0.7518608
## [794,] 76708 458.0446 216.3409 0.8814303 78694 0.6583926
## [795,] 105053 490.4096 277.0842 0.8250870 107939 0.6704041
## [796,] 72924 434.2227 220.4918 0.8614838 77356 0.6216032
## [797,] 89169 408.1899 281.3967 0.7244029 93087 0.7138546
## [798,] 93042 470.5658 254.2608 0.8414532 95156 0.6323967
## [799,] 71054 364.7511 249.7234 0.7288810 72956 0.7278482
## [800,] 90675 426.2364 275.2871 0.7634598 92030 0.7401074
## [801,] 137921 598.7610 297.2016 0.8681162 142159 0.7487568
## [802,] 164440 580.7758 362.3456 0.7815048 167563 0.7704273
## [803,] 71502 490.4335 189.4429 0.9223830 75157 0.5005460
## [804,] 144250 606.3518 305.3304 0.8639642 148528 0.8002552
## [805,] 223075 694.2476 411.8104 0.8050735 225916 0.7649405
## [806,] 56244 398.8025 182.8440 0.8887033 58530 0.6563660
## [807,] 142239 614.8345 297.7353 0.8749281 148078 0.6435164
## [808,] 78632 407.9403 245.8212 0.7980501 79715 0.6890110
## [809,] 93430 467.6371 258.9472 0.8326928 98337 0.7129884
## [810,] 97583 522.7866 241.9408 0.8864676 101231 0.7259830
## [811,] 123654 542.4197 293.4732 0.8409939 126325 0.6595302
## [812,] 85894 477.1720 231.0397 0.8749655 89369 0.7303912
## [813,] 235047 772.9569 388.2015 0.8647345 239093 0.7116727
## [814,] 152611 663.1333 297.4180 0.8937808 158488 0.6147150
## [815,] 83932 499.2378 224.4724 0.8932148 88572 0.6708442
## [816,] 117354 520.3266 289.6620 0.8307186 121057 0.7120649
## [817,] 66315 363.5789 234.4545 0.7643078 68906 0.6889441
## [818,] 87663 405.6781 277.4549 0.7295487 89710 0.7436883
## [819,] 95364 481.5644 253.8468 0.8497850 97623 0.7379515
## [820,] 78787 450.2556 228.9125 0.8611177 80567 0.6773764
## [821,] 160451 593.7499 346.7571 0.8117450 163523 0.7852312
## [822,] 121077 521.1910 302.1092 0.8148645 125856 0.7345123
## [823,] 62280 388.5821 205.5144 0.8486948 63596 0.7914400
## [824,] 106897 481.7947 288.6600 0.8006481 109314 0.7159831
## [825,] 111568 491.1121 293.9110 0.8011526 114128 0.7347589
## [826,] 61556 340.7836 231.4352 0.7340213 63181 0.7348040
## [827,] 47609 331.8941 184.2131 0.8318264 49720 0.7481927
## [828,] 61861 345.9436 235.4305 0.7327056 67390 0.7022796
## [829,] 84855 420.3506 275.8810 0.7544899 90768 0.6738053
## [830,] 127292 639.8506 258.3819 0.9148402 129101 0.5347145
## [831,] 125968 522.5438 308.0476 0.8077571 129444 0.7395787
## [832,] 48488 275.3377 226.8022 0.5669914 50103 0.6695943
## [833,] 84774 416.2814 264.0990 0.7729851 90393 0.6976710
## [834,] 78921 376.9878 268.8326 0.7010553 82584 0.7199245
## [835,] 145235 609.6302 306.6080 0.8643207 148876 0.6824953
## [836,] 87039 497.0581 236.2128 0.8798661 96247 0.6369810
## [837,] 181126 949.6627 293.3867 0.9510822 225592 0.4141537
## [838,] 142419 580.4382 318.1806 0.8363650 145899 0.7548577
## [839,] 92619 398.6207 296.8829 0.6673152 95666 0.7429967
## [840,] 68510 348.4010 252.9930 0.6875313 70513 0.6708774
## [841,] 48551 302.8128 205.9634 0.7330569 50748 0.7428244
## [842,] 92472 424.4200 282.2115 0.7469017 95982 0.7461632
## [843,] 100928 465.1799 287.0157 0.7869637 105549 0.6861929
## [844,] 96920 447.5951 277.4359 0.7847308 100285 0.6872589
## [845,] 96762 457.4775 277.3868 0.7952057 101717 0.7886835
## [846,] 151908 594.1828 328.5681 0.8331980 155600 0.7212078
## [847,] 75368 387.8523 250.5845 0.7632677 77706 0.7350968
## [848,] 168269 614.3804 353.4663 0.8179273 173527 0.7562414
## [849,] 99333 422.8769 302.2096 0.6994808 101942 0.7207654
## [850,] 102722 416.8989 317.5428 0.6479556 107169 0.7244198
## [851,] 104468 542.1782 250.0631 0.8872861 108119 0.6469328
## [852,] 73699 408.5856 231.1421 0.8246023 76106 0.7031811
## [853,] 71918 448.5277 207.7512 0.8862617 75002 0.6963738
## [854,] 127933 560.7227 294.6626 0.8507905 130766 0.6677785
## [855,] 73294 445.2461 217.6202 0.8724161 76157 0.6544341
## [856,] 189069 679.4893 357.0473 0.8508158 195810 0.6121432
## [857,] 159064 570.2169 368.2207 0.7635443 165584 0.7819641
## [858,] 120818 492.6065 315.2013 0.7684879 123230 0.6720325
## [859,] 59890 402.4157 194.6688 0.8752059 61673 0.7197106
## [860,] 137593 558.0588 316.7128 0.8233555 142114 0.6777646
## [861,] 166654 607.9965 349.6590 0.8180829 169060 0.7535177
## [862,] 55858 298.8589 239.8994 0.5963587 58630 0.6814527
## [863,] 105308 473.3134 284.1706 0.7997105 108094 0.7870141
## [864,] 67468 424.5637 207.8231 0.8720044 70674 0.6116939
## [865,] 132680 549.8653 308.3923 0.8279170 136612 0.6506537
## [866,] 154197 582.6122 343.2602 0.8080059 160008 0.7622195
## [867,] 225043 740.0037 390.3009 0.8495979 229195 0.7441874
## [868,] 66613 433.1942 199.8147 0.8872655 70454 0.7089506
## [869,] 141559 594.1144 306.3100 0.8568450 146674 0.7644895
## [870,] 77622 460.1429 226.5813 0.8703605 82990 0.6512131
## [871,] 179668 690.4334 332.5533 0.8763589 181954 0.7794031
## [872,] 105091 507.6851 268.0873 0.8492081 108296 0.7002705
## [873,] 66938 356.3233 248.6742 0.7162055 69880 0.7086611
## [874,] 97494 451.7828 278.2800 0.7877776 101878 0.6896957
## [875,] 101770 468.6679 279.8129 0.8022124 103475 0.7851775
## [876,] 88338 504.4822 227.1275 0.8929181 90790 0.7271575
## [877,] 119336 563.5463 275.3558 0.8725009 125523 0.6681560
## [878,] 126019 520.6800 316.1899 0.7945007 130948 0.6945109
## [879,] 154498 621.3515 318.5977 0.8585382 159694 0.7500485
## [880,] 82632 471.3667 227.3932 0.8759442 87501 0.6330790
## [881,] 218459 571.2892 492.2753 0.5074318 228259 0.7319737
## [882,] 150420 607.7097 316.8097 0.8533628 153905 0.6424087
## [883,] 110296 487.6912 289.9248 0.8041071 113271 0.6870997
## [884,] 171264 609.6431 359.2246 0.8079599 174156 0.7717376
## [885,] 110936 500.9313 286.2524 0.8206436 113888 0.7323959
## [886,] 54502 346.4580 204.0812 0.8080963 56464 0.6361111
## [887,] 142415 532.0841 342.4207 0.7654072 144862 0.7706439
## [888,] 94282 494.1630 244.8039 0.8686701 97707 0.7023862
## [889,] 68799 356.5678 253.2547 0.7039427 71879 0.7009292
## [890,] 79058 454.4372 236.9643 0.8532846 82555 0.5782560
## [891,] 85646 469.7748 238.5394 0.8614903 92673 0.6810436
## [892,] 107486 462.8131 296.0912 0.7685713 108914 0.7599675
## [893,] 149703 637.8730 304.6225 0.8785992 154549 0.5938050
## [894,] 187391 660.6556 362.3150 0.8362047 189799 0.7139466
## [895,] 115272 511.4720 291.5913 0.8215738 119773 0.6247602
## [896,] 83248 430.0773 247.8387 0.8172626 85839 0.6687929
## [897,] 87350 440.7357 259.2931 0.8086290 90899 0.6364762
## [898,] 99657 431.7070 298.8373 0.7216841 106264 0.7410985
## [899,] 93523 476.3441 254.1761 0.8457385 97653 0.6587983
## [900,] 85609 512.0818 215.2720 0.9073454 89197 0.6320200
## Perimeter
## [1,] 1184.040
## [2,] 1121.786
## [3,] 1208.575
## [4,] 844.162
## [5,] 1073.251
## [6,] 881.836
## [7,] 823.796
## [8,] 933.366
## [9,] 849.728
## [10,] 981.544
## [11,] 1176.305
## [12,] 818.873
## [13,] 803.748
## [14,] 1042.770
## [15,] 1084.729
## [16,] 751.413
## [17,] 1028.445
## [18,] 981.509
## [19,] 814.680
## [20,] 1061.321
## [21,] 1035.501
## [22,] 928.272
## [23,] 1106.355
## [24,] 971.769
## [25,] 1181.921
## [26,] 1059.186
## [27,] 1010.474
## [28,] 964.603
## [29,] 1063.868
## [30,] 982.788
## [31,] 1162.877
## [32,] 828.697
## [33,] 1075.792
## [34,] 972.472
## [35,] 844.312
## [36,] 784.912
## [37,] 926.095
## [38,] 968.729
## [39,] 1100.676
## [40,] 843.764
## [41,] 1201.390
## [42,] 1036.940
## [43,] 1095.283
## [44,] 1135.662
## [45,] 1141.189
## [46,] 992.114
## [47,] 1022.568
## [48,] 790.427
## [49,] 870.387
## [50,] 902.624
## [51,] 845.786
## [52,] 1340.897
## [53,] 1030.155
## [54,] 901.102
## [55,] 1298.188
## [56,] 861.580
## [57,] 952.023
## [58,] 936.371
## [59,] 1039.551
## [60,] 619.074
## [61,] 1003.374
## [62,] 868.060
## [63,] 1157.330
## [64,] 997.989
## [65,] 990.547
## [66,] 981.517
## [67,] 912.153
## [68,] 1179.694
## [69,] 903.308
## [70,] 1069.770
## [71,] 1255.245
## [72,] 1054.198
## [73,] 1086.857
## [74,] 1049.093
## [75,] 894.480
## [76,] 873.777
## [77,] 1081.339
## [78,] 814.182
## [79,] 1091.754
## [80,] 860.402
## [81,] 896.728
## [82,] 957.132
## [83,] 991.612
## [84,] 1176.600
## [85,] 1100.836
## [86,] 2253.557
## [87,] 1034.183
## [88,] 755.822
## [89,] 750.909
## [90,] 867.582
## [91,] 889.626
## [92,] 933.896
## [93,] 1140.684
## [94,] 989.016
## [95,] 934.547
## [96,] 769.242
## [97,] 1045.658
## [98,] 920.573
## [99,] 860.548
## [100,] 1012.365
## [101,] 1114.736
## [102,] 978.850
## [103,] 911.857
## [104,] 973.259
## [105,] 966.329
## [106,] 842.121
## [107,] 872.289
## [108,] 1035.022
## [109,] 1115.811
## [110,] 975.425
## [111,] 1187.338
## [112,] 883.973
## [113,] 877.799
## [114,] 847.664
## [115,] 1259.451
## [116,] 1144.973
## [117,] 1154.540
## [118,] 1136.669
## [119,] 1013.202
## [120,] 1075.271
## [121,] 1051.020
## [122,] 923.190
## [123,] 855.997
## [124,] 977.425
## [125,] 1223.904
## [126,] 930.627
## [127,] 993.050
## [128,] 900.109
## [129,] 861.179
## [130,] 1193.280
## [131,] 1048.675
## [132,] 1003.769
## [133,] 875.174
## [134,] 893.451
## [135,] 922.011
## [136,] 953.496
## [137,] 1212.667
## [138,] 998.437
## [139,] 965.068
## [140,] 1252.875
## [141,] 845.128
## [142,] 938.705
## [143,] 1096.751
## [144,] 851.632
## [145,] 847.792
## [146,] 1066.388
## [147,] 1073.768
## [148,] 922.878
## [149,] 790.531
## [150,] 993.455
## [151,] 879.832
## [152,] 925.795
## [153,] 1051.266
## [154,] 1071.385
## [155,] 1070.053
## [156,] 1153.434
## [157,] 810.195
## [158,] 950.721
## [159,] 791.464
## [160,] 846.833
## [161,] 857.776
## [162,] 906.666
## [163,] 1075.279
## [164,] 1252.762
## [165,] 1101.502
## [166,] 978.631
## [167,] 928.217
## [168,] 798.515
## [169,] 1183.447
## [170,] 848.487
## [171,] 1157.001
## [172,] 988.273
## [173,] 948.233
## [174,] 1097.292
## [175,] 912.259
## [176,] 1127.409
## [177,] 1139.446
## [178,] 862.778
## [179,] 777.663
## [180,] 848.422
## [181,] 1176.287
## [182,] 1024.993
## [183,] 953.445
## [184,] 867.446
## [185,] 1057.448
## [186,] 817.410
## [187,] 747.161
## [188,] 906.829
## [189,] 1015.771
## [190,] 1102.423
## [191,] 1059.644
## [192,] 1094.590
## [193,] 734.102
## [194,] 1120.963
## [195,] 820.714
## [196,] 1122.160
## [197,] 1001.236
## [198,] 1070.062
## [199,] 966.438
## [200,] 916.044
## [201,] 945.523
## [202,] 958.627
## [203,] 1063.377
## [204,] 1050.909
## [205,] 1001.714
## [206,] 1040.788
## [207,] 762.439
## [208,] 975.553
## [209,] 763.979
## [210,] 834.328
## [211,] 869.795
## [212,] 891.528
## [213,] 949.936
## [214,] 944.879
## [215,] 898.546
## [216,] 947.541
## [217,] 883.044
## [218,] 1057.897
## [219,] 1131.096
## [220,] 869.188
## [221,] 875.764
## [222,] 1048.186
## [223,] 904.508
## [224,] 1198.259
## [225,] 1113.144
## [226,] 1110.378
## [227,] 1216.535
## [228,] 1020.029
## [229,] 1065.191
## [230,] 1056.740
## [231,] 931.430
## [232,] 895.745
## [233,] 1169.983
## [234,] 750.365
## [235,] 877.430
## [236,] 737.468
## [237,] 799.991
## [238,] 929.471
## [239,] 870.063
## [240,] 849.225
## [241,] 895.040
## [242,] 877.020
## [243,] 931.117
## [244,] 968.360
## [245,] 1094.576
## [246,] 929.115
## [247,] 907.025
## [248,] 926.255
## [249,] 1004.245
## [250,] 868.951
## [251,] 1110.440
## [252,] 813.276
## [253,] 770.590
## [254,] 793.005
## [255,] 1095.055
## [256,] 804.559
## [257,] 966.493
## [258,] 802.261
## [259,] 1050.012
## [260,] 761.949
## [261,] 979.447
## [262,] 860.580
## [263,] 785.843
## [264,] 875.267
## [265,] 974.079
## [266,] 1092.709
## [267,] 945.191
## [268,] 1042.257
## [269,] 1004.349
## [270,] 1037.399
## [271,] 893.644
## [272,] 1179.024
## [273,] 1180.478
## [274,] 1030.869
## [275,] 884.495
## [276,] 699.415
## [277,] 1112.212
## [278,] 1014.789
## [279,] 840.167
## [280,] 1075.307
## [281,] 927.048
## [282,] 1032.358
## [283,] 887.109
## [284,] 1099.512
## [285,] 1055.302
## [286,] 940.220
## [287,] 1174.166
## [288,] 1050.867
## [289,] 1071.612
## [290,] 941.486
## [291,] 2098.263
## [292,] 1002.035
## [293,] 1050.221
## [294,] 1148.651
## [295,] 1024.256
## [296,] 978.434
## [297,] 915.496
## [298,] 921.613
## [299,] 1228.366
## [300,] 737.637
## [301,] 1120.019
## [302,] 903.769
## [303,] 1040.716
## [304,] 1103.153
## [305,] 970.754
## [306,] 989.499
## [307,] 1018.553
## [308,] 915.939
## [309,] 972.971
## [310,] 833.117
## [311,] 950.717
## [312,] 901.170
## [313,] 948.889
## [314,] 769.691
## [315,] 977.085
## [316,] 843.960
## [317,] 875.659
## [318,] 754.022
## [319,] 944.713
## [320,] 919.044
## [321,] 998.470
## [322,] 909.604
## [323,] 854.724
## [324,] 1048.486
## [325,] 989.581
## [326,] 754.366
## [327,] 1074.702
## [328,] 1006.220
## [329,] 940.413
## [330,] 1100.850
## [331,] 973.599
## [332,] 921.762
## [333,] 970.932
## [334,] 946.487
## [335,] 1052.159
## [336,] 928.274
## [337,] 1026.686
## [338,] 1168.247
## [339,] 1140.399
## [340,] 867.003
## [341,] 781.970
## [342,] 1196.030
## [343,] 934.684
## [344,] 1036.517
## [345,] 1010.809
## [346,] 1114.880
## [347,] 850.782
## [348,] 981.059
## [349,] 1189.483
## [350,] 1073.138
## [351,] 855.392
## [352,] 1141.296
## [353,] 820.106
## [354,] 930.619
## [355,] 1084.306
## [356,] 1024.207
## [357,] 908.357
## [358,] 1026.109
## [359,] 1097.299
## [360,] 1008.276
## [361,] 928.016
## [362,] 841.666
## [363,] 995.692
## [364,] 1230.233
## [365,] 1017.749
## [366,] 840.545
## [367,] 989.917
## [368,] 916.396
## [369,] 1106.033
## [370,] 941.429
## [371,] 713.775
## [372,] 1011.054
## [373,] 1099.568
## [374,] 1202.369
## [375,] 1006.028
## [376,] 998.793
## [377,] 1033.870
## [378,] 757.295
## [379,] 943.599
## [380,] 1113.607
## [381,] 1112.784
## [382,] 718.847
## [383,] 678.815
## [384,] 1006.375
## [385,] 1065.680
## [386,] 836.109
## [387,] 1018.353
## [388,] 1079.752
## [389,] 1079.973
## [390,] 1014.268
## [391,] 907.423
## [392,] 1120.777
## [393,] 894.039
## [394,] 1047.037
## [395,] 1176.657
## [396,] 727.561
## [397,] 1103.236
## [398,] 1073.916
## [399,] 1163.528
## [400,] 983.385
## [401,] 909.681
## [402,] 798.546
## [403,] 897.111
## [404,] 1165.084
## [405,] 1074.108
## [406,] 897.796
## [407,] 971.938
## [408,] 1046.520
## [409,] 1130.673
## [410,] 1254.861
## [411,] 979.727
## [412,] 1068.375
## [413,] 935.816
## [414,] 910.837
## [415,] 761.131
## [416,] 915.379
## [417,] 719.935
## [418,] 873.837
## [419,] 1038.741
## [420,] 1118.999
## [421,] 1080.007
## [422,] 1179.374
## [423,] 713.940
## [424,] 772.501
## [425,] 782.362
## [426,] 1104.717
## [427,] 931.451
## [428,] 766.531
## [429,] 858.386
## [430,] 997.276
## [431,] 939.149
## [432,] 962.708
## [433,] 971.185
## [434,] 1080.034
## [435,] 1023.064
## [436,] 683.004
## [437,] 1114.488
## [438,] 1146.164
## [439,] 1148.363
## [440,] 1193.908
## [441,] 882.669
## [442,] 977.095
## [443,] 966.758
## [444,] 1067.692
## [445,] 1035.277
## [446,] 997.264
## [447,] 1154.562
## [448,] 1043.187
## [449,] 961.439
## [450,] 801.526
## [451,] 1590.354
## [452,] 1432.006
## [453,] 1276.807
## [454,] 1216.979
## [455,] 1083.477
## [456,] 1530.315
## [457,] 1497.515
## [458,] 1366.740
## [459,] 1373.537
## [460,] 1367.331
## [461,] 1325.947
## [462,] 1177.714
## [463,] 1552.540
## [464,] 836.625
## [465,] 1486.769
## [466,] 1051.553
## [467,] 1383.647
## [468,] 1791.568
## [469,] 1685.283
## [470,] 1893.414
## [471,] 1075.404
## [472,] 1322.814
## [473,] 1305.144
## [474,] 1604.103
## [475,] 1170.091
## [476,] 1652.694
## [477,] 1423.997
## [478,] 1306.577
## [479,] 1446.923
## [480,] 1870.280
## [481,] 1529.790
## [482,] 1087.034
## [483,] 1351.422
## [484,] 1190.813
## [485,] 1582.146
## [486,] 1182.575
## [487,] 1306.455
## [488,] 2697.753
## [489,] 1262.578
## [490,] 1199.017
## [491,] 1559.214
## [492,] 1131.540
## [493,] 1269.066
## [494,] 1117.107
## [495,] 1159.779
## [496,] 1535.287
## [497,] 1394.088
## [498,] 1130.395
## [499,] 1480.951
## [500,] 1289.209
## [501,] 1422.014
## [502,] 1654.986
## [503,] 1101.879
## [504,] 1507.939
## [505,] 1277.388
## [506,] 1331.797
## [507,] 2303.690
## [508,] 1755.167
## [509,] 1544.712
## [510,] 1781.378
## [511,] 1192.014
## [512,] 1226.244
## [513,] 1268.050
## [514,] 1182.274
## [515,] 1580.961
## [516,] 1698.394
## [517,] 1827.900
## [518,] 1244.252
## [519,] 1081.680
## [520,] 1173.259
## [521,] 1626.909
## [522,] 1202.583
## [523,] 1754.378
## [524,] 1365.577
## [525,] 980.390
## [526,] 1419.577
## [527,] 1071.644
## [528,] 1621.959
## [529,] 1455.893
## [530,] 1157.109
## [531,] 1328.744
## [532,] 1390.730
## [533,] 1222.158
## [534,] 1488.840
## [535,] 1687.178
## [536,] 1131.530
## [537,] 1299.386
## [538,] 1139.840
## [539,] 1595.364
## [540,] 1352.482
## [541,] 1725.003
## [542,] 1744.271
## [543,] 1536.473
## [544,] 1356.398
## [545,] 1332.203
## [546,] 1099.228
## [547,] 1239.540
## [548,] 1419.160
## [549,] 1522.028
## [550,] 1256.322
## [551,] 1234.547
## [552,] 1105.790
## [553,] 1726.246
## [554,] 1177.858
## [555,] 1143.294
## [556,] 1418.304
## [557,] 1244.054
## [558,] 1162.004
## [559,] 1144.344
## [560,] 1471.508
## [561,] 1630.704
## [562,] 1506.255
## [563,] 1246.361
## [564,] 1394.100
## [565,] 1378.308
## [566,] 1458.551
## [567,] 1388.476
## [568,] 1564.694
## [569,] 1488.324
## [570,] 1293.559
## [571,] 1345.426
## [572,] 1122.831
## [573,] 1222.886
## [574,] 1680.121
## [575,] 1865.297
## [576,] 1529.068
## [577,] 1378.774
## [578,] 1457.016
## [579,] 1459.345
## [580,] 1513.352
## [581,] 1866.091
## [582,] 1736.839
## [583,] 1531.955
## [584,] 1396.906
## [585,] 1307.683
## [586,] 1006.984
## [587,] 1679.562
## [588,] 1257.029
## [589,] 1390.400
## [590,] 1377.248
## [591,] 1647.505
## [592,] 1293.225
## [593,] 1508.934
## [594,] 1388.684
## [595,] 1502.661
## [596,] 1219.105
## [597,] 950.297
## [598,] 1290.239
## [599,] 1144.036
## [600,] 1570.502
## [601,] 1295.377
## [602,] 1447.684
## [603,] 1157.089
## [604,] 1461.030
## [605,] 1266.255
## [606,] 1629.634
## [607,] 1137.706
## [608,] 1021.989
## [609,] 1393.213
## [610,] 1459.584
## [611,] 1127.889
## [612,] 1062.070
## [613,] 1461.111
## [614,] 1361.884
## [615,] 963.009
## [616,] 1277.791
## [617,] 1687.866
## [618,] 1393.974
## [619,] 1302.472
## [620,] 1369.202
## [621,] 1169.476
## [622,] 1594.209
## [623,] 1766.873
## [624,] 1562.268
## [625,] 1187.724
## [626,] 1270.564
## [627,] 1391.207
## [628,] 1263.012
## [629,] 1302.361
## [630,] 1238.163
## [631,] 1260.343
## [632,] 1270.266
## [633,] 1182.561
## [634,] 945.828
## [635,] 1753.016
## [636,] 1046.692
## [637,] 1266.876
## [638,] 1646.559
## [639,] 1266.657
## [640,] 1128.077
## [641,] 1251.679
## [642,] 1446.145
## [643,] 1130.427
## [644,] 1295.270
## [645,] 1357.888
## [646,] 1328.070
## [647,] 1173.308
## [648,] 1114.454
## [649,] 1077.419
## [650,] 1313.092
## [651,] 1700.937
## [652,] 1343.017
## [653,] 1259.069
## [654,] 1281.252
## [655,] 1660.677
## [656,] 1027.513
## [657,] 1591.894
## [658,] 1803.686
## [659,] 1193.836
## [660,] 1174.203
## [661,] 934.490
## [662,] 1608.599
## [663,] 771.797
## [664,] 1162.370
## [665,] 1398.545
## [666,] 1156.718
## [667,] 1622.032
## [668,] 1315.843
## [669,] 1876.028
## [670,] 1245.034
## [671,] 1646.525
## [672,] 1789.254
## [673,] 1298.138
## [674,] 1317.687
## [675,] 1100.929
## [676,] 1370.914
## [677,] 930.051
## [678,] 1539.429
## [679,] 1679.075
## [680,] 1499.355
## [681,] 1075.800
## [682,] 1624.343
## [683,] 1425.109
## [684,] 1036.527
## [685,] 1209.622
## [686,] 1251.802
## [687,] 1056.491
## [688,] 1531.744
## [689,] 968.697
## [690,] 1205.863
## [691,] 1217.127
## [692,] 1495.983
## [693,] 1539.944
## [694,] 921.059
## [695,] 2289.889
## [696,] 1207.534
## [697,] 1182.210
## [698,] 1157.771
## [699,] 1194.631
## [700,] 1485.990
## [701,] 1434.389
## [702,] 1500.251
## [703,] 1633.723
## [704,] 1509.374
## [705,] 1513.469
## [706,] 1162.608
## [707,] 987.617
## [708,] 1265.032
## [709,] 1876.307
## [710,] 1316.871
## [711,] 1030.757
## [712,] 1724.662
## [713,] 1214.981
## [714,] 1316.398
## [715,] 1246.200
## [716,] 1229.813
## [717,] 1399.672
## [718,] 940.363
## [719,] 1183.981
## [720,] 1360.821
## [721,] 1024.169
## [722,] 1244.563
## [723,] 1549.185
## [724,] 1238.627
## [725,] 1239.314
## [726,] 1148.633
## [727,] 1184.581
## [728,] 1385.645
## [729,] 936.823
## [730,] 1153.618
## [731,] 1198.853
## [732,] 1140.605
## [733,] 1345.687
## [734,] 1273.128
## [735,] 1217.831
## [736,] 1429.352
## [737,] 1407.401
## [738,] 889.743
## [739,] 1635.791
## [740,] 1176.227
## [741,] 1405.868
## [742,] 1484.334
## [743,] 1354.715
## [744,] 1339.098
## [745,] 934.708
## [746,] 1161.291
## [747,] 1526.711
## [748,] 1622.580
## [749,] 1320.460
## [750,] 1258.683
## [751,] 1281.378
## [752,] 1695.230
## [753,] 919.419
## [754,] 1148.146
## [755,] 1456.757
## [756,] 1689.585
## [757,] 1544.342
## [758,] 1272.882
## [759,] 1254.468
## [760,] 1393.335
## [761,] 1475.658
## [762,] 1087.108
## [763,] 1297.147
## [764,] 1323.557
## [765,] 1130.405
## [766,] 1418.385
## [767,] 1199.809
## [768,] 1535.248
## [769,] 1739.277
## [770,] 1639.103
## [771,] 1412.020
## [772,] 1622.809
## [773,] 1126.765
## [774,] 1285.854
## [775,] 1205.819
## [776,] 1184.156
## [777,] 1641.140
## [778,] 1628.157
## [779,] 1557.606
## [780,] 1285.063
## [781,] 1085.215
## [782,] 1607.527
## [783,] 940.542
## [784,] 1311.161
## [785,] 1162.256
## [786,] 1006.598
## [787,] 1521.811
## [788,] 1347.989
## [789,] 1404.303
## [790,] 1166.517
## [791,] 1267.646
## [792,] 1576.336
## [793,] 1204.623
## [794,] 1135.680
## [795,] 1297.279
## [796,] 1183.236
## [797,] 1187.085
## [798,] 1216.104
## [799,] 1027.206
## [800,] 1163.021
## [801,] 1510.852
## [802,] 1554.365
## [803,] 1182.852
## [804,] 1547.081
## [805,] 1812.569
## [806,] 1008.134
## [807,] 1553.114
## [808,] 1068.727
## [809,] 1258.966
## [810,] 1298.731
## [811,] 1400.524
## [812,] 1202.493
## [813,] 1942.050
## [814,] 1755.968
## [815,] 1258.062
## [816,] 1374.171
## [817,] 1015.021
## [818,] 1126.518
## [819,] 1225.352
## [820,] 1142.632
## [821,] 1548.609
## [822,] 1403.043
## [823,] 977.906
## [824,] 1284.690
## [825,] 1303.224
## [826,] 956.302
## [827,] 874.091
## [828,] 1063.621
## [829,] 1172.642
## [830,] 1496.062
## [831,] 1414.078
## [832,] 859.326
## [833,] 1209.582
## [834,] 1144.959
## [835,] 1538.316
## [836,] 1271.343
## [837,] 2352.029
## [838,] 1512.658
## [839,] 1173.390
## [840,] 1028.839
## [841,] 862.001
## [842,] 1204.610
## [843,] 1310.510
## [844,] 1229.910
## [845,] 1248.750
## [846,] 1560.016
## [847,] 1078.409
## [848,] 1641.456
## [849,] 1191.348
## [850,] 1261.988
## [851,] 1360.497
## [852,] 1079.578
## [853,] 1091.499
## [854,] 1426.600
## [855,] 1147.600
## [856,] 1831.909
## [857,] 1563.830
## [858,] 1311.522
## [859,] 1034.144
## [860,] 1478.596
## [861,] 1574.164
## [862,] 915.130
## [863,] 1259.934
## [864,] 1105.042
## [865,] 1453.895
## [866,] 1555.816
## [867,] 1853.893
## [868,] 1085.157
## [869,] 1530.598
## [870,] 1205.141
## [871,] 1681.985
## [872,] 1295.591
## [873,] 1022.705
## [874,] 1254.755
## [875,] 1233.824
## [876,] 1230.493
## [877,] 1469.764
## [878,] 1422.242
## [879,] 1585.782
## [880,] 1243.987
## [881,] 1947.460
## [882,] 1557.266
## [883,] 1316.112
## [884,] 1592.095
## [885,] 1319.435
## [886,] 927.283
## [887,] 1449.803
## [888,] 1269.680
## [889,] 1041.270
## [890,] 1175.034
## [891,] 1226.892
## [892,] 1235.078
## [893,] 1596.356
## [894,] 1682.478
## [895,] 1392.653
## [896,] 1129.072
## [897,] 1214.252
## [898,] 1292.828
## [899,] 1258.548
## [900,] 1272.862
is.matrix(raisin_data_matrix)
## [1] TRUE
# Computing the means of each variable in matrices
colMeans(raisin_data_matrix)
## Area MajorAxisLength MinorAxisLength Eccentricity ConvexArea
## 8.780413e+04 4.309300e+02 2.544881e+02 7.815422e-01 9.118609e+04
## Extent Perimeter
## 6.995079e-01 1.165907e+03
# mean value for each column in raisin data matrix
# Covariance matrix for raisin data matrix
cov(raisin_data_matrix)
## Area MajorAxisLength MinorAxisLength Eccentricity
## Area 1.521165e+09 4.221378e+06 1.767671e+06 1.183972e+03
## MajorAxisLength 4.221378e+06 1.346415e+04 4.222916e+03 6.116279e+00
## MinorAxisLength 1.767671e+06 4.222916e+03 2.498890e+03 -1.249887e-01
## Eccentricity 1.183972e+03 6.116279e+00 -1.249887e-01 8.157415e-03
## ConvexArea 1.583600e+09 4.470629e+06 1.825348e+06 1.282186e+03
## Extent -2.815116e+01 -1.264820e+00 3.884178e-01 -1.743625e-03
## Perimeter 1.026472e+07 3.106672e+04 1.132335e+04 1.107340e+01
## ConvexArea Extent Perimeter
## Area 1.583600e+09 -2.815116e+01 1.026472e+07
## MajorAxisLength 4.470629e+06 -1.264820e+00 3.106672e+04
## MinorAxisLength 1.825348e+06 3.884178e-01 1.132335e+04
## Eccentricity 1.282186e+03 -1.743625e-03 1.107340e+01
## ConvexArea 1.662135e+09 -1.194617e+02 1.090014e+07
## Extent -1.194617e+02 2.858848e-03 -2.538891e+00
## Perimeter 1.090014e+07 -2.538891e+00 7.494690e+04
# Correlation matrix for raisin data matrix
cor(raisin_data_matrix)
## Area MajorAxisLength MinorAxisLength Eccentricity
## Area 1.00000000 0.9327744 0.9066499 0.3361066
## MajorAxisLength 0.93277443 1.0000000 0.7280302 0.5836084
## MinorAxisLength 0.90664987 0.7280302 1.0000000 -0.0276835
## Eccentricity 0.33610660 0.5836084 -0.0276835 1.0000000
## ConvexArea 0.99591967 0.9450309 0.8956513 0.3482103
## Extent -0.01349934 -0.2038656 0.1453215 -0.3610615
## Perimeter 0.96135172 0.9779780 0.8274170 0.4478452
## ConvexArea Extent Perimeter
## Area 0.99591967 -0.01349934 0.9613517
## MajorAxisLength 0.94503093 -0.20386556 0.9779780
## MinorAxisLength 0.89565132 0.14532153 0.8274170
## Eccentricity 0.34821030 -0.36106149 0.4478452
## ConvexArea 1.00000000 -0.05480247 0.9766122
## Extent -0.05480247 1.00000000 -0.1734489
## Perimeter 0.97661223 -0.17344893 1.0000000
# -------x------x------x----x------x-----x---------x---------
str(raisin_data)
## spc_tbl_ [900 × 8] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ Area : num [1:900] 87524 75166 90856 45928 79408 ...
## $ MajorAxisLength: num [1:900] 442 407 442 287 352 ...
## $ MinorAxisLength: num [1:900] 253 243 266 209 291 ...
## $ Eccentricity : num [1:900] 0.82 0.802 0.798 0.685 0.564 ...
## $ ConvexArea : num [1:900] 90546 78789 93717 47336 81463 ...
## $ Extent : num [1:900] 0.759 0.684 0.638 0.7 0.793 ...
## $ Perimeter : num [1:900] 1184 1122 1209 844 1073 ...
## $ Class : chr [1:900] "Kecimen" "Kecimen" "Kecimen" "Kecimen" ...
## - attr(*, "spec")=
## .. cols(
## .. Area = col_double(),
## .. MajorAxisLength = col_double(),
## .. MinorAxisLength = col_double(),
## .. Eccentricity = col_double(),
## .. ConvexArea = col_double(),
## .. Extent = col_double(),
## .. Perimeter = col_double(),
## .. Class = col_character()
## .. )
## - attr(*, "problems")=<externalptr>
attach(raisin_data)
#Get the Correlations between the measurements
cor(raisin_data_nums)
## Area MajorAxisLength MinorAxisLength Eccentricity
## Area 1.00000000 0.9327744 0.9066499 0.3361066
## MajorAxisLength 0.93277443 1.0000000 0.7280302 0.5836084
## MinorAxisLength 0.90664987 0.7280302 1.0000000 -0.0276835
## Eccentricity 0.33610660 0.5836084 -0.0276835 1.0000000
## ConvexArea 0.99591967 0.9450309 0.8956513 0.3482103
## Extent -0.01349934 -0.2038656 0.1453215 -0.3610615
## Perimeter 0.96135172 0.9779780 0.8274170 0.4478452
## ConvexArea Extent Perimeter
## Area 0.99591967 -0.01349934 0.9613517
## MajorAxisLength 0.94503093 -0.20386556 0.9779780
## MinorAxisLength 0.89565132 0.14532153 0.8274170
## Eccentricity 0.34821030 -0.36106149 0.4478452
## ConvexArea 1.00000000 -0.05480247 0.9766122
## Extent -0.05480247 1.00000000 -0.1734489
## Perimeter 0.97661223 -0.17344893 1.0000000
# Using prcomp to compute the principal components (eigenvalues and eigenvectors). With scale=TRUE, variable means are set to zero, and variances set to one
raisin_data_pca <- prcomp(raisin_data_nums,scale=TRUE)
raisin_data_pca
## Standard deviations (1, .., p=7):
## [1] 2.19824671 1.20548266 0.79274805 0.23837893 0.14767623 0.08018847 0.03178852
##
## Rotation (n x k) = (7 x 7):
## PC1 PC2 PC3 PC4 PC5
## Area 0.44828422 -0.11609991 0.005483783 -0.1111391 -0.61104765
## MajorAxisLength 0.44323980 0.13658724 -0.100547975 0.4952046 0.08757032
## MinorAxisLength 0.38938118 -0.37492246 0.236043538 -0.6558767 0.38457775
## Eccentricity 0.20297098 0.61082321 -0.628522057 -0.4262986 0.07510412
## ConvexArea 0.45093833 -0.08761633 0.036672403 0.0558117 -0.39241075
## Extent -0.05636836 -0.66734439 -0.731980930 0.1090526 0.05685884
## Perimeter 0.45082374 0.03417227 0.044300766 0.3398651 0.55515080
## PC6 PC7
## Area 0.09983439 0.62436686
## MajorAxisLength 0.68557712 -0.22772863
## MinorAxisLength 0.23903320 -0.12995283
## Eccentricity -0.05356014 -0.02044403
## ConvexArea -0.47120104 -0.63914127
## Extent -0.02345199 0.00161639
## Perimeter -0.48726906 0.36399975
summary(raisin_data_pca)
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 2.1982 1.2055 0.79275 0.23838 0.14768 0.08019 0.03179
## Proportion of Variance 0.6903 0.2076 0.08978 0.00812 0.00312 0.00092 0.00014
## Cumulative Proportion 0.6903 0.8979 0.98770 0.99582 0.99894 0.99986 1.00000
raisin_data_pca$x
## PC1 PC2 PC3 PC4 PC5
## [1,] 0.076951073 -0.4530761696 -1.088608919 0.0267738442 1.413079e-01
## [2,] -0.475111731 0.4451208721 0.016363399 -0.1158801649 1.219277e-01
## [3,] 0.371902131 0.8015624549 0.786050032 -0.2648153561 6.215554e-02
## [4,] -2.620987667 -0.3023954931 0.482452785 0.0995414716 -1.152667e-01
## [5,] -0.961519225 -2.9661137960 0.451903015 0.2997163137 1.756736e-01
## [6,] -2.171955504 0.9238981739 0.344990538 -0.1293424034 -1.391647e-01
## [7,] -2.550059292 1.3398920897 -0.198602050 -0.1124216709 -2.239044e-01
## [8,] -1.751482293 -0.9208544036 -0.150325574 0.0243266245 -9.929269e-03
## [9,] -2.462199822 1.1344298836 -0.817618388 -0.0162719723 -1.404041e-01
## [10,] -1.259785008 0.6811445705 0.337074197 -0.2024068876 -5.473558e-02
## [11,] -0.049752921 1.0449823957 -0.298573995 -0.0086470271 7.980028e-02
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## [432,] -1.530203781 0.9674922057 0.277790034 -0.1689291331 -5.435137e-02
## [433,] -1.473178641 0.3390498715 -1.134143631 0.0167018157 -1.306743e-02
## [434,] -0.654685439 -0.0824197888 -0.567145793 -0.0699600029 9.892376e-02
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## [436,] -3.572154309 1.8368128445 0.520833012 -0.1376655893 -4.763008e-01
## [437,] -0.462881898 -0.4467444346 -0.072562861 -0.0962039147 1.190893e-01
## [438,] -0.114093778 -0.4581672039 -0.078379015 -0.1397151239 1.070048e-01
## [439,] -0.048558407 0.5779135674 -0.560622898 -0.0429772989 4.944672e-02
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## [442,] -1.552458835 -0.6383996401 0.571811735 -0.0085546253 2.848615e-02
## [443,] -1.762814305 -0.3858194421 0.469364557 0.0216473521 2.844700e-02
## [444,] -0.913695379 0.5438676905 0.080751661 -0.1089886105 6.347953e-02
## [445,] -1.115358825 0.0537899587 0.564264099 -0.1237439580 5.310365e-02
## [446,] -1.663233120 -0.9558061155 0.823957006 0.1267155183 8.372693e-02
## [447,] -0.196415235 -1.2625050487 0.078466546 -0.0631923349 1.675455e-01
## [448,] -1.260445524 1.1347518629 -0.531732703 0.0243634689 6.186458e-02
## [449,] -1.804714856 2.0846817873 0.166840749 -0.0942113664 -8.180067e-02
## [450,] -3.129403167 -1.3881524868 0.791038661 0.4514390941 -1.627122e-01
## [451,] 3.070152277 0.3595555422 -1.293129681 0.6146339894 3.353782e-02
## [452,] 1.896679736 -0.2396617828 -0.683322282 0.0615131786 1.823304e-01
## [453,] 0.697555009 0.2710436010 -0.870366494 0.0963814815 1.363519e-01
## [454,] 0.523611096 -0.2833828855 0.014978602 -0.1833324217 8.347573e-02
## [455,] -0.886207983 2.1973745016 0.658698601 -0.1390402345 6.123420e-02
## [456,] 3.403410197 -0.7713030237 -0.164566882 -0.1977464680 -1.389694e-01
## [457,] 2.682417247 -0.1407307396 -1.138418671 0.2593197657 6.267465e-03
## [458,] 1.655761419 1.4420122308 0.699509677 -0.1377890647 -2.636749e-02
## [459,] 1.570144371 -2.6620714890 2.330698843 -0.1370067817 1.866270e-01
## [460,] 0.890861787 3.6071948929 1.979680667 -0.0554407834 2.182928e-01
## [461,] 1.340036827 1.1661491345 0.510455364 -0.1521192461 -7.471963e-04
## [462,] -0.594927046 2.3244071217 -0.351373098 0.2782455577 1.387207e-01
## [463,] 2.664020820 0.6596370777 -1.627251427 0.8616432287 6.657500e-02
## [464,] -2.544649121 -0.6890988996 -2.496166329 0.2048577675 -4.119012e-02
## [465,] 2.293183603 2.0482705466 0.147729434 0.3881768301 -1.968959e-02
## [466,] -0.915048986 0.7004095647 -0.661455934 -0.0211220482 2.563517e-02
## [467,] 1.296855787 2.7832933192 0.625128805 0.2702058576 7.082041e-02
## [468,] 5.289947390 0.9253770453 0.158277803 0.4157967213 -4.438583e-01
## [469,] 4.343778546 0.1497901224 -0.014831078 0.0856988972 -2.173064e-01
## [470,] 5.784395789 -0.2946415849 -0.856869594 0.5891364605 -3.044976e-01
## [471,] -0.834689357 1.4743195047 -0.425056015 0.0203218223 3.180652e-02
## [472,] 1.546117199 -1.3471086477 0.445875108 -0.2926813318 6.034043e-02
## [473,] 1.193398958 -0.1883832299 -0.150882754 -0.1458662729 7.956989e-02
## [474,] 3.786911737 0.5109275719 0.689642307 -0.1647635115 -1.929973e-01
## [475,] 0.029480522 0.9641809454 0.181392209 -0.1469482522 5.111774e-02
## [476,] 4.492484100 -0.6478006762 0.589631755 -0.3438133842 -2.692260e-01
## [477,] 2.211150330 0.0015775736 0.318434462 -0.2185848420 2.497886e-02
## [478,] 1.137275128 -0.6742143436 0.818736192 -0.2774276747 1.576485e-01
## [479,] 2.483353258 1.4729785823 0.860692222 -0.1401565773 -1.289501e-01
## [480,] 5.660409708 -0.3323832106 1.991935990 -0.4692254977 -1.012193e-01
## [481,] 2.999114162 1.5677632396 0.827630895 -0.0174710085 -1.343299e-01
## [482,] -0.767144665 -0.5497277284 1.053648237 -0.0985636020 1.093098e-01
## [483,] 1.519983400 -0.9774254988 -0.337145422 -0.1370804660 1.322040e-01
## [484,] -0.208320894 -3.1075039114 1.681240325 0.2913010051 2.487884e-01
## [485,] 3.325322402 -1.8997909266 0.436167207 -0.2885910291 1.148434e-01
## [486,] 0.030682756 0.0020957536 -0.607281558 -0.0296952544 1.241363e-01
## [487,] 1.055977703 -0.7905054456 -0.137428550 -0.1360835211 1.666857e-01
## [488,] 9.528914641 2.6149479638 2.099985492 1.6056311374 5.796232e-01
## [489,] 0.485561333 0.5868572437 -1.503395336 0.3594051481 1.281021e-01
## [490,] 0.194402965 1.9551388307 0.493840961 -0.0899826530 -4.541255e-03
## [491,] 3.797847790 -2.4944320308 1.825772320 -0.5616383889 -1.420302e-01
## [492,] -0.337348262 0.8129862905 0.051461840 -0.1240093889 7.377642e-02
## [493,] 0.821856746 0.1029057916 0.474418485 -0.2261354618 1.055195e-01
## [494,] -0.508792466 0.9585528951 -0.430654515 -0.0118111169 7.133410e-02
## [495,] 0.001262612 0.5683745980 -0.812010844 0.0298532513 4.426327e-02
## [496,] 3.187542953 -0.1465103994 -0.029071759 -0.1081106432 -6.018029e-02
## [497,] 1.834824802 1.5438876509 0.283502593 0.0509763193 -2.336394e-02
## [498,] -0.411884150 0.8321638720 -0.365899322 -0.0305648706 7.922842e-02
## [499,] 2.377090761 3.1560045496 1.382575011 0.1999140343 -1.001985e-01
## [500,] 0.958116014 0.9897804165 0.530462864 -0.1790117880 4.437420e-02
## [501,] 2.315538514 -3.5980551031 1.780666806 -0.1946012994 9.209679e-02
## [502,] 4.101046423 -0.6878901167 -1.147796478 0.2688850042 -1.282866e-01
## [503,] -0.614173759 1.1509351490 0.435537609 -0.1617148199 3.595938e-02
## [504,] 2.964650711 0.3402968342 0.457875781 -0.1877635717 -6.558297e-02
## [505,] 0.687525449 2.9766001302 0.924400811 0.0626412928 -3.645185e-02
## [506,] 1.295056127 2.1430648499 1.144458058 -0.1642486147 -1.152635e-02
## [507,] 7.441486911 5.3282253320 3.025320054 2.0067482921 -5.417474e-02
## [508,] 5.720462848 -2.0240697528 -0.513047622 -0.2429467318 -4.925089e-01
## [509,] 2.950690461 2.3134858525 0.682031267 0.3130980859 -1.554989e-01
## [510,] 4.605496157 0.2795230746 -0.959584741 0.6999153256 -1.245899e-01
## [511,] 0.125552623 2.1055221321 1.013453545 -0.2099434863 2.051511e-02
## [512,] 0.146218262 1.9744162145 0.543068071 -0.0548702755 9.278775e-02
## [513,] 0.740187096 -0.7931107313 0.301393482 -0.1750330307 1.582330e-01
## [514,] 0.053040987 1.5609670206 0.347310440 -0.1148590519 3.415373e-02
## [515,] 3.920349884 -0.9879734379 0.036221558 -0.2830864410 -1.761371e-01
## [516,] 4.886684408 -1.8672397564 0.042152511 -0.3430260830 -2.434826e-01
## [517,] 5.749203855 -1.0312754289 0.006754908 -0.1051945143 -3.691100e-01
## [518,] 0.682630818 0.2244012221 -0.148983816 -0.1285456613 8.415508e-02
## [519,] -0.859890661 1.6408919998 -1.054432683 0.2487135158 7.917823e-03
## [520,] 0.061501432 -0.1922693206 -0.742996114 -0.0383980142 1.173586e-01
## [521,] 3.792478800 0.3276246986 -0.500391863 0.2789624688 -1.592966e-01
## [522,] 0.125735724 0.5574240001 -0.728307531 0.0570700355 1.216876e-01
## [523,] 4.781115339 -0.4297554065 -0.946431459 0.3810389413 -1.798930e-01
## [524,] 1.477043637 -0.0876062959 -0.803898198 0.0689765570 1.225556e-01
## [525,] -1.591500225 0.4882524725 -0.799781066 0.0121029048 2.506450e-02
## [526,] 1.822943308 1.1036205721 -0.164869889 0.1399203294 9.425553e-02
## [527,] -0.857963718 0.3244492620 -0.731286964 -0.0074895837 8.618469e-02
## [528,] 3.896260987 -0.7604016553 0.222401478 -0.2261211617 -9.858607e-02
## [529,] 2.038628464 1.3910324628 -0.106244811 0.2419639252 9.752993e-02
## [530,] -0.260684190 1.9478363100 0.950182210 -0.2018723316 5.848550e-02
## [531,] 0.640226822 0.9232345833 -0.181829875 0.0891157359 2.514474e-01
## [532,] 1.440752796 1.4369226565 -0.558963760 0.3675207157 8.733704e-02
## [533,] 0.142737992 1.2915698132 0.573974716 -0.1399978744 1.589188e-01
## [534,] 2.494352323 -0.7725768727 -0.073707419 -0.1398256127 1.425334e-01
## [535,] 4.152367409 -0.3640212532 -1.551003994 0.6105661606 -1.213552e-01
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## [537,] 0.624514817 4.0779980830 1.568748405 0.1603747078 -7.074444e-03
## [538,] -0.175478203 -0.3332412811 -0.877983296 -0.0333101987 1.303867e-01
## [539,] 3.358348237 0.4646337361 0.605435366 -0.1199267632 1.174934e-02
## [540,] 1.195322678 2.9149679655 0.996333694 0.1081377139 5.977178e-03
## [541,] 4.404762174 -0.6127407862 -2.148501872 0.8862237698 -1.544376e-01
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## [543,] 2.968228006 -0.4016655793 -0.727858832 0.0908081950 1.543828e-02
## [544,] 1.548147249 -1.7495511925 -0.694663615 -0.0989136378 1.753165e-01
## [545,] 1.064352790 0.2118198761 1.038703628 -0.2530054078 1.802336e-01
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## [547,] 0.122790183 -0.9089749218 1.555507596 -0.1026142775 2.932492e-01
## [548,] 1.797366259 -0.6701481012 0.230577320 -0.1770229122 2.601351e-01
## [549,] 2.483197335 1.6542371729 -0.148248554 0.4360988733 1.927645e-02
## [550,] 0.651766691 0.4668670546 -0.972163273 0.1301305789 9.207215e-02
## [551,] 0.295553846 0.0434264370 0.363898581 -0.1434271693 1.835790e-01
## [552,] -0.790370976 0.2389395634 -0.879895403 0.0609163675 1.581595e-01
## [553,] 5.363353700 -3.0995966017 0.988262138 -0.5989591276 -3.142661e-01
## [554,] -0.014975916 0.3708558810 -0.420359635 -0.0435329814 1.043570e-01
## [555,] -0.368388486 1.0300529944 0.125851795 -0.1013636328 9.119684e-02
## [556,] 1.965024143 -0.3340158937 -0.038528586 -0.1413999334 1.493370e-01
## [557,] 0.765354559 -1.3338127321 0.180647277 -0.1951840393 1.212866e-01
## [558,] -0.078344968 2.0956563059 0.092318538 0.0258262429 -1.180256e-02
## [559,] -0.277117164 -1.9127277199 1.036462181 0.0053415116 1.673197e-01
## [560,] 2.686060806 -0.9957573340 0.799730744 -0.3766789673 5.707003e-02
## [561,] 4.394581584 -1.9375268306 -0.908691433 -0.1462416646 -2.199942e-01
## [562,] 2.944092948 -0.9201330176 -0.177985269 -0.1789650985 -8.408023e-03
## [563,] 0.433774555 2.1333989930 -0.160999785 0.2270324441 2.194196e-02
## [564,] 1.756340102 -0.1582375732 0.594869455 -0.2424425602 1.174310e-01
## [565,] 1.329189824 1.1540855548 0.123542346 0.0383046110 1.530244e-01
## [566,] 2.610718770 -0.4694285196 -0.371503401 -0.1094707130 -2.890161e-02
## [567,] 1.654308480 0.2762183504 -1.015236285 0.2200169965 7.820121e-02
## [568,] 3.507304724 -0.9502977070 -0.976661804 0.0533373764 -1.030902e-01
## [569,] 2.295014839 1.6844730180 0.774513854 0.0181038510 1.186811e-01
## [570,] 0.710746219 1.1266464275 -0.372677739 0.1180477479 1.519957e-01
## [571,] 1.172640160 0.0047270292 -0.434758594 -0.0042843870 2.536898e-01
## [572,] -0.233493013 1.1348169858 0.535525899 -0.2263543941 -5.164620e-03
## [573,] 0.455731394 -0.1502553011 -0.323200858 -0.1064734212 1.336904e-01
## [574,] 4.465199975 1.7829855429 1.099733387 0.1060690953 -3.769434e-01
## [575,] 5.747245236 1.4638508504 0.646404245 0.4861769806 -4.868679e-01
## [576,] 3.239729864 0.7008489644 0.769217259 -0.2171623380 -1.372046e-01
## [577,] 1.433973968 0.3783613300 -0.416334117 0.0555849020 1.509522e-01
## [578,] 2.499665568 0.0317784995 -0.527193261 0.0362943726 -3.051076e-02
## [579,] 2.414656261 0.4741685090 0.647211463 -0.2126585017 -4.286837e-03
## [580,] 2.811106502 2.6973111372 1.467523921 0.0312306215 -1.806666e-01
## [581,] 5.915339361 -1.6192135812 -1.044674747 0.1688801902 -3.132587e-01
## [582,] 5.485182368 -2.5374385185 0.017240218 -0.4357354192 -3.909432e-01
## [583,] 3.131100802 -0.6282711048 -0.869865166 0.0644341919 -4.168931e-02
## [584,] 2.045506072 -0.7570952603 -0.422664873 -0.1362099395 4.557843e-02
## [585,] 1.004998350 0.6045573949 0.118806358 -0.1022239594 1.042719e-01
## [586,] -1.365314118 0.1371597064 -0.978972399 0.0300050807 5.846530e-02
## [587,] 4.014733238 -0.4765663991 -0.461182857 0.1044917591 -1.180420e-02
## [588,] 0.642067950 -1.1226105274 0.321605352 -0.1599587492 1.929927e-01
## [589,] 1.620834603 -0.0103629436 -1.188771155 0.2222123093 1.176434e-01
## [590,] 1.363216592 0.0274794232 -0.958507505 0.1583484254 2.196503e-01
## [591,] 4.348218637 -2.0609206769 0.511035449 -0.4321084118 -1.106386e-01
## [592,] 1.155994695 -0.6765662646 -0.521329891 -0.1206824178 9.531953e-02
## [593,] 2.618152304 0.9042721909 -0.338352496 0.2582463385 -1.612994e-02
## [594,] 1.976259306 -0.5542389994 -0.416739764 -0.1258934095 5.142920e-02
## [595,] 2.742651377 0.3828403623 -0.052257581 -0.0016479192 3.666189e-03
## [596,] 0.072253015 0.9306371547 -1.195296475 0.2878087563 1.426326e-01
## [597,] -1.704948620 -1.3016211774 0.440185518 0.0950931896 -2.000508e-03
## [598,] 1.147889100 -0.8730408669 -0.463399022 -0.1390853638 9.519479e-02
## [599,] -0.137397907 -1.2056966463 1.159178012 -0.1375795040 9.827297e-02
## [600,] 3.606028275 1.0038165053 1.435417451 -0.3395447163 -1.782190e-01
## [601,] 0.859666407 3.0960814151 1.002854983 0.0895322704 -2.770181e-02
## [602,] 2.304640400 -0.4366503075 1.497183057 -0.4060924153 8.918993e-02
## [603,] -0.289535191 1.0385690969 -1.211782519 0.2473356174 9.337756e-02
## [604,] 2.573823470 -0.6607272528 -0.389733709 -0.1184569791 4.797669e-03
## [605,] 0.902385628 0.3433774147 1.146484947 -0.3408540254 6.581530e-02
## [606,] 4.241612533 -0.0347750124 0.091247426 -0.0781617745 -2.890431e-01
## [607,] -0.352948430 0.6080484202 1.389253417 -0.2607519571 9.462819e-02
## [608,] -1.365526244 2.2936378152 -0.082452498 0.0156378582 -2.758526e-02
## [609,] 1.225663424 0.3189340836 -1.178048602 0.3234697277 2.515614e-01
## [610,] 2.129533486 1.2058660214 0.178647402 0.0863448873 4.540788e-02
## [611,] -0.144387983 -0.3611237412 0.226948488 -0.1944539526 6.923978e-02
## [612,] -0.692908945 0.9118419027 0.102944059 -0.1710432649 -2.218672e-02
## [613,] 2.438301169 0.3734845245 -0.839537665 0.2521162271 -2.138532e-02
## [614,] 1.567827083 -0.9916419030 0.131815449 -0.2040927196 1.441440e-01
## [615,] -1.567719092 -0.3240324831 0.487401740 -0.0619526779 -2.053341e-02
## [616,] 0.991783563 -1.3513381849 -0.501118427 -0.1276126710 1.519954e-01
## [617,] 5.138040616 -2.6243973092 0.135858100 -0.4856358352 -3.405921e-01
## [618,] 2.147660072 -0.9512965852 0.156823094 -0.2858502305 2.088230e-02
## [619,] 1.120805097 -0.3899212876 -1.028189385 0.0310752741 1.140158e-01
## [620,] 1.521612153 0.7783736352 -0.539617116 0.1463745830 5.364772e-02
## [621,] -0.228209552 0.5315570248 -0.428032921 -0.0086804405 1.338090e-01
## [622,] 3.153318494 1.3405106170 0.280033283 0.2304915089 1.630423e-02
## [623,] 5.289696783 -1.7878057306 -1.136549682 0.0739892715 -2.954568e-01
## [624,] 3.055623938 0.7000696593 -0.977307876 0.5496610118 -4.368876e-02
## [625,] -0.343277972 1.5310416378 -0.034648674 0.0406796741 1.633907e-01
## [626,] 0.793480653 0.5125135239 -0.199844685 -0.0630400395 1.107434e-01
## [627,] 1.321791166 0.7722701528 -1.143726494 0.4184618109 1.562089e-01
## [628,] 0.884110720 -1.0025828189 -1.201485136 -0.0083490853 1.200076e-01
## [629,] 1.004261359 -0.6834902405 -0.246340752 -0.1162386142 1.621080e-01
## [630,] 0.120848417 0.6411285622 -0.222443065 0.0118166384 1.959227e-01
## [631,] 0.784963457 0.1625646837 0.091187206 -0.1698832021 9.652225e-02
## [632,] 0.593727853 1.1309331543 -0.361253723 0.0929492277 9.840475e-02
## [633,] -0.003825498 0.2726309286 -0.771427919 0.0283743044 1.212860e-01
## [634,] -1.730444297 0.9640819660 -0.762084480 -0.0168017203 -5.407522e-02
## [635,] 4.559915937 -0.1459599170 -1.544561879 0.7995248468 -1.505249e-01
## [636,] -0.966085346 -0.4059339961 -0.292831022 -0.0645054952 9.806881e-02
## [637,] 0.926772802 -0.9287116433 -0.999910618 -0.0421554209 1.083822e-01
## [638,] 3.882175384 -0.7709390220 -0.913414601 0.1581408129 -5.949879e-02
## [639,] 0.904113708 0.3064117322 0.017612692 -0.1574823019 5.366869e-02
## [640,] -1.342008088 -1.3813429771 0.841772702 0.3213848145 3.790869e-01
## [641,] 0.531865765 1.4208865538 0.093829482 -0.0172527303 5.217047e-02
## [642,] 2.409326874 -0.5516209765 -0.825607747 0.0108382966 2.282815e-02
## [643,] -0.237102611 -0.1701564469 -0.596771663 -0.0762868309 1.098508e-01
## [644,] 1.131886977 -0.0059332250 -0.521848080 -0.0581110773 7.196016e-02
## [645,] 1.688998321 -1.5872675477 -0.244512852 -0.1929264194 1.386601e-01
## [646,] 1.511020306 -0.5793912954 -0.122410614 -0.2001451274 5.912539e-02
## [647,] 0.117918316 0.2584376731 -0.913880099 0.0209072631 6.511681e-02
## [648,] -0.338935585 1.0750335837 0.332883523 -0.1870088132 1.111491e-05
## [649,] -0.621264099 0.3955702748 0.458391226 -0.2032906474 2.676083e-02
## [650,] 1.341009421 -0.7939603074 -0.418834676 -0.1439703763 7.863134e-02
## [651,] 5.107298298 -1.9755814590 -0.862260781 -0.1448195739 -3.699758e-01
## [652,] 1.217491455 0.7920304496 0.018800149 -0.0299691122 1.162703e-01
## [653,] 0.832375817 0.6439493492 -0.150140553 -0.0869332030 4.767236e-02
## [654,] 0.854790328 0.5212287753 -0.749519933 0.0898369311 1.055051e-01
## [655,] 4.345705213 -0.4432337237 -0.309701714 0.0116166407 -2.202732e-01
## [656,] -1.036039506 -0.2266307511 -0.060569024 -0.0981116013 3.161870e-02
## [657,] 4.221293456 -0.3266731923 1.481187749 -0.5837373004 -2.828803e-01
## [658,] 5.415616330 -0.4444765285 -0.872307777 0.4065795214 -3.787395e-01
## [659,] 0.266639380 -0.4528836606 -0.029804131 -0.1583582467 1.216952e-01
## [660,] -0.019678335 1.0334061540 0.309233928 -0.1496396227 6.463472e-02
## [661,] -1.820733943 0.7127119033 -0.685581851 -0.0291138173 -4.627301e-02
## [662,] 3.545420476 0.0409821222 0.391609519 -0.1324684690 -1.184540e-02
## [663,] -2.996100896 -0.2330420160 -0.123889482 0.0906580687 -2.218471e-01
## [664,] -0.097499891 0.7645984357 -0.047763462 -0.1037384718 7.963974e-02
## [665,] 1.449716631 1.0071723131 -0.663638532 0.3000528921 1.362942e-01
## [666,] -0.143412608 -0.5989202478 0.267649617 -0.1329792654 1.400725e-01
## [667,] 4.336608081 -1.9010741351 0.111804533 -0.3882614240 -2.103698e-01
## [668,] 1.044408493 -0.7991689833 -1.182350844 0.0575486863 2.145182e-01
## [669,] 6.038757971 -0.8276075312 -0.870782837 0.3643234042 -4.468562e-01
## [670,] 0.479439818 -1.0278572448 0.689194549 -0.1624130749 1.884913e-01
## [671,] 3.856140669 -0.2519547796 -1.105632912 0.3822533008 -6.771098e-02
## [672,] 5.108712440 -0.0803569564 -0.284848873 0.2490975660 -2.617954e-01
## [673,] 0.849808786 0.9500705587 -0.298360512 0.0550862733 1.116930e-01
## [674,] 1.061008982 1.5041747239 0.712088240 -0.1344154665 6.473736e-02
## [675,] -0.416972800 1.0101923473 -0.449483769 -0.0457826041 -1.961840e-03
## [676,] 1.536022202 0.5940531842 0.069940763 -0.0712391133 8.497506e-02
## [677,] -1.840436503 1.2087074473 0.298534875 -0.1595106171 -4.503512e-02
## [678,] 3.179580315 -0.2440778798 -0.877668648 0.1702236710 -7.825609e-02
## [679,] 4.704683346 -1.4910644922 0.078608050 -0.3070289513 -2.385283e-01
## [680,] 2.450427510 -0.1849814521 -1.273021097 0.3163536819 8.963521e-02
## [681,] -0.724045011 -0.9465020128 -0.301320350 -0.0455956264 1.212635e-01
## [682,] 3.851248702 -0.0919535292 -0.875594851 0.3018542747 -1.664598e-01
## [683,] 1.822044360 3.4009028533 1.309873841 0.2324837213 -7.438123e-02
## [684,] -1.275578747 0.3292763230 -0.501704334 0.0001817087 1.144698e-01
## [685,] 0.244074132 -0.1211934838 -0.829143350 0.0082191218 1.586355e-01
## [686,] 0.700799245 -1.3841111315 0.720802380 -0.1970909141 1.805875e-01
## [687,] -1.279224973 0.0986541661 -0.577250613 0.0462825114 1.619896e-01
## [688,] 2.642560857 0.8422719376 -0.660135370 0.4019454259 3.000604e-02
## [689,] -1.851757581 -0.4691876785 1.688719020 0.0960779366 -9.890767e-04
## [690,] 0.319046249 1.1621352910 0.308710905 -0.1439035008 2.486342e-02
## [691,] 0.448874325 1.9181237495 0.568197428 -0.1144495473 -3.088605e-02
## [692,] 3.096727796 1.5366303855 1.215285281 -0.2239073474 -2.190344e-01
## [693,] 2.575253037 -0.2384659494 0.833622470 -0.2278950093 3.824370e-01
## [694,] -2.089992800 0.7443761377 0.097295754 -0.0533812962 -5.077182e-02
## [695,] 6.988994213 2.6880341790 2.359524618 0.7234914291 6.401317e-01
## [696,] 0.327391347 1.6139759709 0.813219463 -0.2169206660 2.953831e-02
## [697,] 0.221656724 -0.4173407739 -0.118207633 -0.1596512066 1.108965e-01
## [698,] 0.012155373 -1.5868446689 0.826242363 -0.1145119784 1.032403e-01
## [699,] 0.391957398 -0.1986337630 -0.310586315 -0.1456748415 7.128679e-02
## [700,] 2.358339250 0.7759228965 -0.402602519 0.2143693792 5.768251e-02
## [701,] 1.933449995 -0.1736410259 -1.167485855 0.2275539214 1.586063e-01
## [702,] 3.193759233 -1.6021097256 -0.810200841 -0.1586196773 -8.614520e-02
## [703,] 3.582571526 0.1316637005 -0.845033233 0.3825484419 1.264377e-02
## [704,] 2.820146786 0.9365317021 0.569437958 -0.0948817457 -3.559514e-02
## [705,] 2.664087919 1.7314279239 0.240579534 0.2691152418 -6.872048e-02
## [706,] -0.125608890 0.6326994388 -0.352614634 -0.0511560974 1.268487e-01
## [707,] -1.567333010 -0.3704885078 -0.452586099 0.0200142936 6.753671e-02
## [708,] 0.625883581 -0.4374568075 -1.033419361 0.0467704296 1.854944e-01
## [709,] 6.500561728 -1.7178752292 -0.786286725 0.0290042620 -5.868571e-01
## [710,] 1.219774303 -0.2009822360 -0.008127337 -0.1623433390 1.126652e-01
## [711,] -1.046591561 2.0165980038 0.043864640 -0.0770149978 -6.949917e-02
## [712,] 5.449905342 -2.2910306160 -0.316814389 -0.3513912691 -4.252050e-01
## [713,] -0.001188612 1.4656929954 -0.652029889 0.2166855993 1.187061e-01
## [714,] 1.118102625 -0.1517616989 -0.720239984 0.0106929261 1.330932e-01
## [715,] 0.420564221 2.1688442467 0.906896157 -0.1286017236 6.453208e-02
## [716,] 0.592260830 -0.6424000645 -1.424453346 0.0654174742 1.090592e-01
## [717,] 1.259150920 2.1682161316 0.110938253 0.3212620791 1.446489e-01
## [718,] -1.654667513 0.0505349794 -0.832125869 -0.0312315305 -3.756111e-02
## [719,] 0.043121588 0.1905310894 -0.934356550 0.0519816508 1.192899e-01
## [720,] 1.476170269 0.3950396202 -0.221041133 -0.0277606274 8.184623e-02
## [721,] -1.155391001 0.1769767869 0.305659895 -0.1204343669 2.324286e-02
## [722,] 0.532049460 0.7002460258 -0.675903760 0.0795471848 7.901314e-02
## [723,] 2.325745254 -0.4670188240 2.144535376 -0.2960262983 3.423055e-01
## [724,] 0.652288046 -1.1846991047 -0.276007289 -0.1348261920 1.391903e-01
## [725,] 0.586943861 -0.1785084635 0.012562477 -0.1580332584 1.188311e-01
## [726,] -0.210410105 0.6300666313 -0.469929707 -0.0287217456 7.752697e-02
## [727,] 0.116346884 0.1727023130 -0.181331064 -0.1192693823 1.349575e-01
## [728,] 1.705126160 0.8687617022 -0.336892218 0.1088799508 3.003688e-02
## [729,] -1.845501461 0.7260201719 0.614008435 -0.1334598893 -3.435007e-02
## [730,] -0.249259308 0.3890608348 0.567225479 -0.1743595980 1.045793e-01
## [731,] 0.385543883 1.4629488549 0.513205674 -0.1834791287 -2.508803e-02
## [732,] -0.158308094 -0.1108480389 0.713569279 -0.2202735378 8.522330e-02
## [733,] 1.180639981 2.3529469850 0.907215469 -0.0114620585 2.671027e-02
## [734,] 0.979132814 -0.3460007802 -0.836515003 -0.0322825237 7.618889e-02
## [735,] 0.706941544 0.1478094974 0.212158014 -0.2467428901 7.104955e-03
## [736,] 2.117242011 0.0273790264 1.207241859 -0.3509411340 1.087459e-01
## [737,] 1.854322999 0.8584352077 1.111121765 -0.2754294542 4.902009e-02
## [738,] -2.312112869 0.2434248046 0.526323274 -0.0058423465 -6.523906e-02
## [739,] 4.035208712 -0.9713316041 -0.372631460 -0.0889655313 -1.108698e-01
## [740,] -0.040197901 0.1587073168 -0.278654747 -0.0774089668 1.278666e-01
## [741,] 1.704611751 2.2069234879 0.893422897 0.0106750042 -8.912395e-03
## [742,] 2.220460099 1.8341024069 -0.558955723 0.6710040289 2.873415e-03
## [743,] 1.383609493 0.2796771590 -1.089369849 0.2191379649 1.016909e-01
## [744,] 1.055199228 -0.1586979845 -0.334166846 -0.0258347534 2.055842e-01
## [745,] -1.888911186 0.8715435584 0.683959442 -0.1372882187 -5.823110e-02
## [746,] -0.221411546 0.4951048316 -1.268682930 0.1689320381 1.152311e-01
## [747,] 2.482930352 2.1304273810 0.951441659 0.1055143643 3.153008e-02
## [748,] 3.313533798 0.3442073333 -1.307968410 0.6680368081 -2.692693e-04
## [749,] 0.472035697 1.4310699685 1.501439912 -0.1910659330 3.453296e-01
## [750,] 0.716996531 0.4013799309 -0.286733347 -0.0659149274 9.557239e-02
## [751,] 1.070876340 0.0628353224 0.365967118 -0.2405976564 3.982903e-02
## [752,] 4.702546872 -1.3020699129 0.199000097 -0.2888682161 -2.154424e-01
## [753,] -2.069227729 0.5351395393 -0.971666243 0.0397730155 -3.433332e-02
## [754,] -0.162136842 1.1352842484 0.109628606 -0.1213994091 5.274791e-02
## [755,] 1.933530090 2.4967983841 1.184830036 0.0344240170 6.261807e-02
## [756,] 4.421404316 -0.5138756430 -0.841015220 0.2289391663 -1.964768e-01
## [757,] 3.217259315 -1.1764560345 0.467412961 -0.3168081735 2.948783e-02
## [758,] 0.785673897 0.5986633484 -0.332971828 -0.0202023409 8.657075e-02
## [759,] 0.589098439 -0.2336647114 1.824266130 -0.3141566261 1.801904e-01
## [760,] 2.194199753 -1.2024330607 -0.272668235 -0.2351891198 1.569087e-02
## [761,] 2.556813733 -0.3751148731 0.396445123 -0.2402030220 7.744060e-02
## [762,] -0.944143119 -0.0706238531 -0.347967062 -0.0070644768 1.619877e-01
## [763,] 1.343123450 1.1741337962 0.784170665 -0.2679564772 -6.942890e-02
## [764,] 1.407062140 0.9254665884 0.647336098 -0.2279387230 -8.425923e-03
## [765,] -0.399371130 0.7093790957 1.071812463 -0.2373926211 8.748021e-02
## [766,] 2.035233612 0.2813334991 -1.000592227 0.2375484840 1.141578e-02
## [767,] 0.123420916 0.1754595173 -0.311052854 -0.0616441977 1.315309e-01
## [768,] 2.862633224 0.2735853364 -1.346666101 0.5335429740 -1.188420e-02
## [769,] 4.861682714 1.6031068712 0.904819703 0.2158476690 -3.914065e-01
## [770,] 4.911122677 -2.5739794837 0.071436898 -0.5033980913 -3.846338e-01
## [771,] 2.216947858 -0.9854377022 0.528460735 -0.3291862035 5.223733e-02
## [772,] 4.268268427 -1.9949582556 -0.509046685 -0.2448433206 -1.845897e-01
## [773,] -0.671722340 2.0227789573 0.045153558 0.0276922096 6.333750e-02
## [774,] 1.082772559 -0.7149746277 -1.302116388 0.0446401810 8.928070e-02
## [775,] -0.078164109 1.7365880486 -0.552040761 0.2315202951 8.973639e-02
## [776,] 0.061024132 -0.9329684274 -0.723317859 -0.0321491164 1.761288e-01
## [777,] 4.016487756 -1.3768882773 -1.090876828 0.0680824966 -8.480899e-02
## [778,] 4.444321343 -1.9608039083 0.907077824 -0.5362322509 -2.372185e-01
## [779,] 3.366828225 -0.1112076531 0.059650019 -0.1199319069 -2.216478e-02
## [780,] 1.115372169 0.6549230699 -0.470336606 0.0083447304 9.169765e-03
## [781,] -0.717930669 0.4705044186 -1.023278465 0.0535137219 6.962113e-02
## [782,] 4.068807573 -1.1276988493 -0.363424698 -0.1684993844 -1.968934e-01
## [783,] -1.981488675 1.2122286930 -1.234533089 0.1245937842 -3.173380e-02
## [784,] 1.076413566 0.1746111658 -1.281668231 0.2176967250 9.063457e-02
## [785,] -0.109517260 0.2883310054 -1.095825485 0.0834032922 1.053096e-01
## [786,] -1.351885780 0.0245374762 -0.120170448 -0.0578223301 5.953451e-02
## [787,] 3.020510193 -0.3066248433 -0.522123712 0.0239721058 -4.721606e-02
## [788,] 1.254816418 0.2125480888 -0.233283980 -0.0398799823 1.594759e-01
## [789,] 2.073287069 -0.5063254371 -0.635060571 -0.0504711219 2.931692e-02
## [790,] 0.043729551 -0.3819300410 -0.585480753 -0.0796018853 1.248305e-01
## [791,] 1.025479964 -1.2228733426 -0.776895046 -0.1113893494 9.861365e-02
## [792,] 2.899324501 -0.2471920834 0.071206456 -0.0509127730 1.575842e-01
## [793,] 0.312726432 -0.4349565191 -0.957251112 -0.0096305985 1.290954e-01
## [794,] -0.241229644 1.5628399422 -0.353559140 0.0378935695 -8.871764e-04
## [795,] 1.131647704 0.4873329642 0.189314124 -0.1706429921 5.890079e-02
## [796,] -0.285913633 1.8480178502 0.335097335 -0.0311312490 1.259579e-01
## [797,] 0.050791993 -0.7995844756 0.353317842 -0.1261395638 1.608616e-01
## [798,] 0.541798194 1.2733065062 0.478846717 -0.1946923205 -1.186482e-02
## [799,] -1.060699344 -0.6803050302 -0.027863426 -0.0629718041 5.637563e-02
## [800,] 0.098223491 -0.8012579548 -0.326999892 -0.1353761912 1.256548e-01
## [801,] 2.824315662 -0.3676536464 -1.111708175 0.2028581681 3.318015e-03
## [802,] 3.703005261 -1.8617412876 -0.448842381 -0.2623862342 -1.298165e-01
## [803,] -0.089863563 4.0787584273 1.371019133 0.0823529511 -1.059149e-01
## [804,] 3.055857781 -1.1185293952 -1.743541751 0.2888930625 3.590245e-02
## [805,] 6.325069982 -2.1390041834 -0.299982660 -0.3162086730 -6.065681e-01
## [806,] -1.378241750 1.9071461886 -0.524916542 0.0584650044 -4.335536e-02
## [807,] 3.200822916 0.9865542579 0.282994333 0.0659190591 -1.256159e-01
## [808,] -0.499496031 0.3204239588 -0.019511903 -0.1939360141 -2.441626e-02
## [809,] 0.572691595 0.1669465278 -0.528973442 -0.0064961634 1.506168e-01
## [810,] 0.903261622 0.5472874036 -1.199555443 0.2661801002 1.076545e-01
## [811,] 2.092370250 0.5869373213 0.295662872 -0.1606293882 -3.312507e-02
## [812,] 0.189576676 0.4908199672 -1.219695545 0.1754127404 8.663807e-02
## [813,] 7.128640027 -0.8487483994 -0.131119349 0.0838859888 -7.876603e-01
## [814,] 4.023984809 1.5048368624 0.546387386 0.3650109544 4.210139e-02
## [815,] 0.386640824 1.4471734676 -0.573623869 0.2216482748 1.557142e-01
## [816,] 1.725737896 -0.1088847946 -0.360773888 -0.0712386236 6.417022e-02
## [817,] -1.182814898 0.1792830147 0.180838238 -0.1213676114 1.462972e-02
## [818,] -0.163795674 -1.1063554986 -0.120402441 -0.1241042151 9.792396e-02
## [819,] 0.557234723 0.0172017415 -1.031624981 0.0418819033 7.105651e-02
## [820,] -0.182659382 1.0757226041 -0.402879404 -0.0204285432 5.674562e-02
## [821,] 3.583478279 -1.6899708921 -0.951924786 -0.1163364785 -1.093537e-01
## [822,] 1.910119251 -0.6064039928 -0.490212104 -0.0784447905 1.252978e-01
## [823,] -1.397373734 -0.2639991535 -1.979248612 0.1339430559 2.908614e-02
## [824,] 1.101607493 -0.3538016155 -0.203010146 -0.1699770423 1.019490e-01
## [825,] 1.296895247 -0.6350849159 -0.438854665 -0.1469059664 8.783162e-02
## [826,] -1.624535758 -0.5829764969 -0.246047478 -0.0097245055 8.372423e-03
## [827,] -2.265215919 0.3152635224 -1.352610367 0.0568379951 -8.469915e-02
## [828,] -1.315583784 -0.2063808440 0.243957243 0.0378750152 1.796577e-01
## [829,] 0.065097974 -0.0245404733 0.650606584 -0.2343777743 1.706557e-01
## [830,] 2.718592225 3.0172088681 1.258843034 0.2245082219 -1.908658e-01
## [831,] 2.054303867 -0.7815448162 -0.477542836 -0.1020326730 8.269682e-02
## [832,] -2.671785399 -0.8860955956 1.814569009 0.3260744296 -1.509373e-01
## [833,] 0.029936306 -0.1080932213 0.148698978 -0.0902026445 1.974883e-01
## [834,] -0.528461107 -0.9279209773 0.382701127 -0.0093487018 2.039192e-01
## [835,] 3.204017996 0.3431623084 -0.131661479 0.0310459754 -1.132808e-01
## [836,] 0.617939396 1.6648420463 0.049672145 0.0703864526 1.016616e-01
## [837,] 7.478838503 4.6084239850 2.786821218 1.7117961237 1.777830e-01
## [838,] 2.935991790 -0.8586480163 -0.855046788 0.0062607281 2.816553e-02
## [839,] 0.021478631 -1.6943308630 0.433637552 -0.0645776154 1.496527e-01
## [840,] -1.184122709 -0.2796335497 1.067135374 -0.0907444057 4.090532e-02
## [841,] -2.420897440 -0.4895949928 -0.464780791 0.0863063832 -7.632603e-02
## [842,] 0.234480252 -1.0515465779 -0.249867564 -0.0915547935 1.883700e-01
## [843,] 0.958255234 -0.0526758532 0.306633329 -0.1715705023 2.158155e-01
## [844,] 0.573301415 -0.0167485912 0.259240027 -0.2040590055 7.813753e-02
## [845,] 0.572330322 -1.2000557253 -1.206640491 0.0219823709 2.286811e-01
## [846,] 3.392116991 -0.5649884310 -0.317478006 -0.0800202878 -6.596865e-02
## [847,] -0.709670912 -0.5341418075 -0.369178452 -0.0654256043 1.072618e-01
## [848,] 4.112407819 -1.3455515602 -0.559149978 -0.0979444031 -9.835131e-02
## [849,] 0.427507362 -1.2419514881 0.527774229 -0.2163564425 8.286405e-02
## [850,] 0.617557725 -1.7705697351 0.930499182 -0.1072028092 1.971960e-01
## [851,] 1.382815359 1.4737802462 -0.084344705 0.1437667167 5.247978e-02
## [852,] -0.645388855 0.4577870637 -0.470332981 -0.0724227443 3.431532e-02
## [853,] -0.542322280 1.1913650941 -0.950601166 0.1183870834 -8.755883e-03
## [854,] 2.326113044 0.5438417732 0.113141789 -0.1012802150 -5.015120e-02
## [855,] -0.343909483 1.5437253319 -0.220339967 0.0220146665 8.966890e-02
## [856,] 5.414001215 0.6391349186 1.198965915 -0.1085215706 -3.016960e-01
## [857,] 3.587816203 -2.1622561606 -0.445907188 -0.2518693125 2.721453e-02
## [858,] 1.681821607 -0.2770791479 0.757250968 -0.3972231561 -5.681602e-02
## [859,] -1.249942414 0.9264542697 -1.237925098 0.1378456103 7.185088e-02
## [860,] 2.737685113 0.0184916365 0.293758065 -0.1995402410 -4.984736e-02
## [861,] 3.882801770 -1.2834566093 -0.550525296 -0.1665778687 -2.033866e-01
## [862,] -2.155503662 -0.9393334059 1.507059258 0.2001386362 -7.977326e-02
## [863,] 0.884724832 -1.2187409702 -1.188077790 -0.0258470085 1.222022e-01
## [864,] -0.652786245 2.1473360767 0.326661676 -0.0666758138 1.064489e-02
## [865,] 2.522405849 0.4638429397 0.591338138 -0.2263605746 -6.524003e-02
## [866,] 3.430659622 -1.3878598020 -0.620608681 -0.1253179339 -2.581287e-02
## [867,] 6.581184302 -1.3714253092 -0.457017820 -0.0410182529 -7.011548e-01
## [868,] -0.795440846 1.1074294697 -1.159815672 0.1790095059 4.685186e-02
## [869,] 2.959869739 -0.7320951853 -1.193850364 0.1691372325 1.682996e-02
## [870,] 0.001651026 1.4999650779 -0.116468844 0.0396050550 1.478251e-01
## [871,] 4.637884578 -1.0400734583 -1.431767729 0.3018311369 -3.061388e-01
## [872,] 1.151884499 0.3644192369 -0.444814380 -0.0335238105 4.708675e-02
## [873,] -1.198065694 -0.5103024977 0.321292173 -0.0625505198 9.596510e-02
## [874,] 0.665281891 -0.0299886254 0.210568883 -0.1752842795 1.189726e-01
## [875,] 0.705842816 -1.1344838225 -1.205773584 -0.0327077810 1.322402e-01
## [876,] 0.397096262 0.7072488556 -1.336343644 0.2817048595 9.345315e-02
## [877,] 2.149179698 0.8763308953 -0.135660001 0.1332882190 9.458626e-02
## [878,] 2.158994580 -0.3743275358 0.274431129 -0.2341173724 8.626186e-02
## [879,] 3.562259367 -0.6601107849 -0.951055122 0.1361731133 -9.816147e-02
## [880,] 0.253963537 1.7514262818 0.098087318 0.0536367387 1.047631e-01
## [881,] 6.043016652 -4.4631798598 2.732392233 -0.3752573870 -3.958143e-02
## [882,] 3.440207831 0.6667288929 0.551535767 -0.1254045333 -1.791975e-01
## [883,] 1.306786105 0.0128444377 0.178318126 -0.2019034908 6.067062e-02
## [884,] 4.060524502 -1.6715639312 -0.677635973 -0.1840141349 -2.025094e-01
## [885,] 1.337817949 -0.4003536850 -0.584494890 -0.0797344788 9.510209e-02
## [886,] -1.748576448 1.3934414850 0.443765369 -0.2026542951 -1.248194e-01
## [887,] 2.648973008 -1.7798932382 -0.432113384 -0.2304677890 1.852582e-02
## [888,] 0.676346417 0.6800443203 -0.722675649 0.1108499303 9.491179e-02
## [889,] -1.106787095 -0.5383171045 0.538959657 -0.0590133379 1.022187e-01
## [890,] 0.061387145 2.2033824097 1.050057001 -0.2312420834 5.225147e-02
## [891,] 0.315353248 0.9473289880 -0.401645239 0.0439176638 9.663179e-02
## [892,] 0.889175659 -1.2048764620 -0.538703325 -0.1711923468 5.891116e-02
## [893,] 3.631705071 1.5765735575 0.964421326 -0.0035674372 -1.965903e-01
## [894,] 4.911081171 -0.7927203130 -0.081677975 -0.1703730354 -3.981504e-01
## [895,] 1.770735545 0.9053032688 0.916394986 -0.2421238514 5.434146e-02
## [896,] -0.114564832 0.6942593928 0.129841786 -0.1877050250 -6.606064e-03
## [897,] 0.273425113 0.9534036730 0.696102083 -0.2166830160 1.077767e-01
## [898,] 0.682071808 -1.3074715904 0.091681470 -0.0667781298 2.627793e-01
## [899,] 0.648049242 0.9787039606 0.091362683 -0.0805587589 7.798299e-02
## [900,] 0.487283856 2.1069448641 -0.191834014 0.2657459066 6.281299e-02
## PC6 PC7
## [1,] -1.305046e-02 3.705580e-03
## [2,] -1.380135e-02 5.668952e-03
## [3,] 4.339440e-02 7.204504e-03
## [4,] -4.226070e-02 1.337909e-02
## [5,] 5.243930e-02 6.945311e-03
## [6,] -3.884966e-02 -8.369549e-03
## [7,] -5.880875e-02 -8.687680e-03
## [8,] 3.115537e-02 -2.543010e-02
## [9,] -8.258097e-02 -1.159409e-02
## [10,] 6.607401e-02 -3.387407e-02
## [11,] 1.075229e-02 4.964939e-03
## [12,] -5.084127e-02 -1.408029e-02
## [13,] -3.862778e-02 -8.098964e-03
## [14,] 9.470629e-02 1.889423e-03
## [15,] 5.094403e-03 3.294537e-03
## [16,] -1.602883e-01 9.652409e-03
## [17,] 6.687772e-03 -1.161229e-03
## [18,] 3.247134e-02 -2.347041e-02
## [19,] -5.956187e-02 -1.970038e-02
## [20,] 4.989608e-02 -1.123040e-02
## [21,] -2.116256e-02 1.533124e-02
## [22,] -1.962487e-02 -1.401069e-02
## [23,] 6.781869e-02 -2.566727e-02
## [24,] 1.493954e-01 1.588188e-02
## [25,] 1.049483e-01 -3.481568e-02
## [26,] 2.686192e-02 -2.959011e-03
## [27,] 7.986630e-02 -1.062828e-02
## [28,] -1.162557e-02 7.378148e-03
## [29,] 1.102665e-01 3.769008e-03
## [30,] -2.167916e-02 -2.716843e-02
## [31,] 3.425868e-02 -7.848917e-03
## [32,] -1.022136e-01 -3.045854e-03
## [33,] -5.710045e-03 1.861328e-02
## [34,] -2.615960e-02 -2.745236e-03
## [35,] 7.851701e-02 7.146069e-02
## [36,] -1.542483e-02 1.870540e-02
## [37,] -2.289061e-02 2.414915e-02
## [38,] -1.839574e-02 1.538568e-02
## [39,] 2.170918e-02 4.050695e-03
## [40,] -2.881798e-03 -2.140447e-03
## [41,] -5.876135e-03 2.399087e-02
## [42,] 2.795667e-02 -4.070663e-03
## [43,] -2.727522e-02 2.502825e-02
## [44,] 1.328721e-01 1.012374e-02
## [45,] 4.032374e-02 1.140000e-02
## [46,] -4.710934e-02 4.051519e-02
## [47,] 3.132487e-02 -1.680375e-02
## [48,] -8.867703e-02 1.598354e-02
## [49,] -7.075977e-02 -8.901403e-03
## [50,] -2.068427e-02 9.395232e-03
## [51,] -3.394668e-02 -1.157340e-02
## [52,] 4.802836e-02 -1.381209e-02
## [53,] 7.759624e-02 -9.481801e-03
## [54,] -9.984824e-02 1.289258e-02
## [55,] 6.538634e-02 4.887399e-04
## [56,] -2.223638e-02 -6.905357e-03
## [57,] -3.263403e-02 2.077346e-02
## [58,] -6.969321e-02 1.226081e-02
## [59,] 2.268173e-02 2.950632e-02
## [60,] -1.553755e-01 -1.548146e-02
## [61,] 1.301760e-02 -7.344641e-03
## [62,] -5.939980e-02 -1.331370e-02
## [63,] 3.462815e-02 1.200864e-02
## [64,] 2.597098e-02 6.049250e-03
## [65,] 9.390766e-04 4.890195e-03
## [66,] -4.945862e-02 2.024108e-02
## [67,] -1.214456e-02 -5.960944e-03
## [68,] 7.609109e-02 -3.490259e-03
## [69,] -6.009040e-02 1.416359e-02
## [70,] -2.900845e-02 1.146966e-02
## [71,] 2.103269e-02 4.368345e-03
## [72,] -8.551007e-02 3.327615e-02
## [73,] -5.386398e-02 1.732691e-02
## [74,] -3.011240e-02 1.725945e-02
## [75,] -1.603688e-02 -1.376885e-03
## [76,] -3.342179e-02 -2.081641e-03
## [77,] 7.659927e-04 8.336837e-03
## [78,] -6.895178e-02 -8.001744e-03
## [79,] 5.882806e-02 -2.054222e-02
## [80,] -5.693451e-02 -1.552880e-02
## [81,] -2.544822e-02 -9.114995e-03
## [82,] -7.977802e-02 1.407098e-02
## [83,] -7.546534e-02 1.035793e-02
## [84,] 1.157676e-01 -3.932159e-03
## [85,] 8.939525e-03 1.497166e-03
## [86,] -4.104482e-01 -1.336675e-01
## [87,] 8.228401e-02 -3.180517e-02
## [88,] -4.320030e-02 -1.625382e-02
## [89,] -1.180259e-01 -1.443598e-02
## [90,] -3.642309e-02 -1.809321e-03
## [91,] -8.627475e-03 -2.101958e-02
## [92,] -1.469164e-02 -4.124932e-03
## [93,] 5.716621e-02 -1.037116e-02
## [94,] 2.549845e-02 -2.636470e-02
## [95,] -9.250134e-02 -1.989364e-03
## [96,] -9.505067e-02 7.924663e-04
## [97,] 8.831594e-02 -2.628486e-02
## [98,] 5.184209e-02 -3.125202e-02
## [99,] -3.999704e-02 -5.315083e-03
## [100,] 1.266686e-01 -1.751255e-02
## [101,] 3.810370e-02 -1.097105e-02
## [102,] -1.363215e-02 -4.125820e-03
## [103,] 5.715555e-02 -5.963899e-03
## [104,] -9.005894e-02 3.043419e-02
## [105,] -2.173173e-02 -3.231499e-03
## [106,] -4.955713e-02 -1.362306e-02
## [107,] 3.995076e-02 4.040097e-02
## [108,] 9.901178e-03 9.963467e-03
## [109,] 2.749049e-02 -9.234332e-03
## [110,] 2.260807e-02 1.671789e-03
## [111,] -1.213475e-01 7.975182e-02
## [112,] -1.530990e-01 3.339131e-02
## [113,] 9.681665e-04 -2.666694e-02
## [114,] -1.353885e-02 -5.142499e-03
## [115,] -4.181444e-02 8.614453e-03
## [116,] 1.179973e-02 9.554719e-03
## [117,] -7.622638e-02 2.829297e-02
## [118,] 5.030571e-02 -4.706132e-03
## [119,] -7.533424e-02 7.305741e-03
## [120,] 4.352517e-02 -7.997097e-03
## [121,] -1.904474e-02 2.261069e-02
## [122,] -4.908308e-02 1.985807e-02
## [123,] 1.182225e-02 -6.697067e-04
## [124,] -5.311127e-02 6.307122e-03
## [125,] -1.391807e-02 1.426678e-02
## [126,] -2.528742e-03 -6.964939e-03
## [127,] 1.028838e-01 9.623549e-04
## [128,] 2.904198e-02 9.624181e-03
## [129,] -6.009542e-02 9.974422e-03
## [130,] 1.069387e-01 -5.344041e-03
## [131,] 2.828788e-02 6.879511e-03
## [132,] 5.207184e-02 -2.527112e-02
## [133,] -3.644313e-02 -3.133651e-03
## [134,] -2.840565e-02 2.700877e-03
## [135,] -4.423889e-02 -9.018549e-04
## [136,] -3.425181e-03 -8.164788e-03
## [137,] 8.126629e-02 -2.413258e-02
## [138,] -3.245244e-02 9.291076e-03
## [139,] -9.196384e-02 6.128149e-03
## [140,] 8.808739e-02 -3.382371e-02
## [141,] 7.052763e-03 2.870817e-03
## [142,] -7.582849e-02 3.503549e-03
## [143,] 1.836139e-02 1.089581e-02
## [144,] -3.823066e-03 -2.435080e-02
## [145,] -4.253755e-02 -4.977903e-03
## [146,] 2.218152e-03 2.076762e-03
## [147,] 2.730329e-02 -4.243259e-03
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## [846,] -3.225483e-03 1.638789e-02
## [847,] 1.745269e-03 -4.190428e-03
## [848,] -8.141460e-02 5.694830e-03
## [849,] 7.986435e-02 -3.926912e-02
## [850,] -3.065271e-02 1.060868e-02
## [851,] 9.708760e-02 2.768035e-02
## [852,] 2.104223e-02 -9.266862e-03
## [853,] 9.859005e-02 -3.636528e-02
## [854,] 1.130766e-01 -7.271989e-03
## [855,] 4.331771e-02 2.479874e-02
## [856,] -1.791880e-01 9.367800e-02
## [857,] -4.442323e-02 -5.894733e-02
## [858,] 1.294861e-01 -5.699101e-02
## [859,] -1.474213e-02 3.149948e-02
## [860,] 1.568753e-02 -6.980523e-03
## [861,] 3.103008e-02 -1.729265e-02
## [862,] 8.508605e-03 4.034058e-03
## [863,] 2.522413e-02 -2.164638e-02
## [864,] 1.746801e-02 2.576587e-02
## [865,] 3.165699e-02 3.640472e-03
## [866,] -4.199588e-02 -3.020097e-02
## [867,] -5.273291e-02 -2.552254e-02
## [868,] 1.420537e-02 -7.545456e-03
## [869,] -1.403383e-02 5.486998e-03
## [870,] 6.502456e-03 1.130588e-02
## [871,] 8.276756e-02 2.533451e-03
## [872,] 9.373760e-02 -2.035020e-02
## [873,] 1.384891e-02 -1.382062e-02
## [874,] -1.933270e-02 1.153394e-03
## [875,] 6.706319e-02 -2.076472e-02
## [876,] 1.165551e-01 3.031213e-03
## [877,] -1.383578e-02 3.443462e-02
## [878,] 1.837433e-03 -1.038645e-02
## [879,] -4.603564e-03 -4.338734e-03
## [880,] -2.711265e-02 4.648929e-02
## [881,] -5.262523e-01 1.512606e-01
## [882,] 6.375175e-02 1.255651e-02
## [883,] 3.184801e-02 4.546997e-03
## [884,] 5.497698e-03 -2.479876e-02
## [885,] 5.143369e-02 -9.273714e-03
## [886,] 1.272476e-02 -1.716001e-02
## [887,] 1.060460e-02 -1.108031e-02
## [888,] 3.087513e-02 2.089146e-02
## [889,] -3.524373e-03 -5.282750e-04
## [890,] 1.268563e-01 -1.305119e-02
## [891,] -1.732168e-02 -3.020221e-02
## [892,] 9.085359e-02 -3.683444e-02
## [893,] 1.111904e-01 8.259220e-03
## [894,] 2.988492e-02 -7.981250e-03
## [895,] -1.337580e-03 2.720058e-02
## [896,] 7.115515e-02 -2.814073e-02
## [897,] 8.602402e-03 2.173864e-02
## [898,] -1.359210e-01 2.011615e-02
## [899,] 2.162210e-02 9.266122e-03
## [900,] 7.395351e-02 5.041511e-02
# sample scores stored in raisin_data_pca$x
# singular values (square roots of eigenvalues) stored in raisin_data_pca$sdev
# loadings (eigenvectors) are stored in raisin_data_pca$rotation
# variable means stored in raisin_data_pca$center
# variable standard deviations stored in raisin_data_pca$scale
# A table containing eigenvalues and %'s accounted, follows
# Eigenvalues are sdev^2
(eigen_raisins <- raisin_data_pca$sdev^2)
## [1] 4.832288611 1.453188439 0.628449468 0.056824512 0.021808269 0.006430191
## [7] 0.001010510
names(eigen_raisins) <- paste("PC",1:5,sep="")
eigen_raisins
## PC1 PC2 PC3 PC4 PC5 <NA>
## 4.832288611 1.453188439 0.628449468 0.056824512 0.021808269 0.006430191
## <NA>
## 0.001010510
sumlambdas <- sum(eigen_raisins)
sumlambdas
## [1] 7
propvar <- eigen_raisins/sumlambdas
propvar
## PC1 PC2 PC3 PC4 PC5 <NA>
## 0.6903269444 0.2075983485 0.0897784954 0.0081177875 0.0031154669 0.0009185987
## <NA>
## 0.0001443585
cumvar_raisins <- cumsum(propvar)
cumvar_raisins
## PC1 PC2 PC3 PC4 PC5 <NA> <NA>
## 0.6903269 0.8979253 0.9877038 0.9958216 0.9989370 0.9998556 1.0000000
matlambdas <- rbind(eigen_raisins,propvar,cumvar_raisins)
rownames(matlambdas) <- c("Eigenvalues","Prop. variance","Cum. prop. variance")
round(matlambdas,4)
## PC1 PC2 PC3 PC4 PC5 <NA> <NA>
## Eigenvalues 4.8323 1.4532 0.6284 0.0568 0.0218 0.0064 1e-03
## Prop. variance 0.6903 0.2076 0.0898 0.0081 0.0031 0.0009 1e-04
## Cum. prop. variance 0.6903 0.8979 0.9877 0.9958 0.9989 0.9999 1e+00
summary(raisin_data_pca)
## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 2.1982 1.2055 0.79275 0.23838 0.14768 0.08019 0.03179
## Proportion of Variance 0.6903 0.2076 0.08978 0.00812 0.00312 0.00092 0.00014
## Cumulative Proportion 0.6903 0.8979 0.98770 0.99582 0.99894 0.99986 1.00000
raisin_data_pca$rotation
## PC1 PC2 PC3 PC4 PC5
## Area 0.44828422 -0.11609991 0.005483783 -0.1111391 -0.61104765
## MajorAxisLength 0.44323980 0.13658724 -0.100547975 0.4952046 0.08757032
## MinorAxisLength 0.38938118 -0.37492246 0.236043538 -0.6558767 0.38457775
## Eccentricity 0.20297098 0.61082321 -0.628522057 -0.4262986 0.07510412
## ConvexArea 0.45093833 -0.08761633 0.036672403 0.0558117 -0.39241075
## Extent -0.05636836 -0.66734439 -0.731980930 0.1090526 0.05685884
## Perimeter 0.45082374 0.03417227 0.044300766 0.3398651 0.55515080
## PC6 PC7
## Area 0.09983439 0.62436686
## MajorAxisLength 0.68557712 -0.22772863
## MinorAxisLength 0.23903320 -0.12995283
## Eccentricity -0.05356014 -0.02044403
## ConvexArea -0.47120104 -0.63914127
## Extent -0.02345199 0.00161639
## Perimeter -0.48726906 0.36399975
print(raisin_data_pca)
## Standard deviations (1, .., p=7):
## [1] 2.19824671 1.20548266 0.79274805 0.23837893 0.14767623 0.08018847 0.03178852
##
## Rotation (n x k) = (7 x 7):
## PC1 PC2 PC3 PC4 PC5
## Area 0.44828422 -0.11609991 0.005483783 -0.1111391 -0.61104765
## MajorAxisLength 0.44323980 0.13658724 -0.100547975 0.4952046 0.08757032
## MinorAxisLength 0.38938118 -0.37492246 0.236043538 -0.6558767 0.38457775
## Eccentricity 0.20297098 0.61082321 -0.628522057 -0.4262986 0.07510412
## ConvexArea 0.45093833 -0.08761633 0.036672403 0.0558117 -0.39241075
## Extent -0.05636836 -0.66734439 -0.731980930 0.1090526 0.05685884
## Perimeter 0.45082374 0.03417227 0.044300766 0.3398651 0.55515080
## PC6 PC7
## Area 0.09983439 0.62436686
## MajorAxisLength 0.68557712 -0.22772863
## MinorAxisLength 0.23903320 -0.12995283
## Eccentricity -0.05356014 -0.02044403
## ConvexArea -0.47120104 -0.63914127
## Extent -0.02345199 0.00161639
## Perimeter -0.48726906 0.36399975
## Sample scores stored in raisin_data_pca$x
raisin_data_pca$x
## PC1 PC2 PC3 PC4 PC5
## [1,] 0.076951073 -0.4530761696 -1.088608919 0.0267738442 1.413079e-01
## [2,] -0.475111731 0.4451208721 0.016363399 -0.1158801649 1.219277e-01
## [3,] 0.371902131 0.8015624549 0.786050032 -0.2648153561 6.215554e-02
## [4,] -2.620987667 -0.3023954931 0.482452785 0.0995414716 -1.152667e-01
## [5,] -0.961519225 -2.9661137960 0.451903015 0.2997163137 1.756736e-01
## [6,] -2.171955504 0.9238981739 0.344990538 -0.1293424034 -1.391647e-01
## [7,] -2.550059292 1.3398920897 -0.198602050 -0.1124216709 -2.239044e-01
## [8,] -1.751482293 -0.9208544036 -0.150325574 0.0243266245 -9.929269e-03
## [9,] -2.462199822 1.1344298836 -0.817618388 -0.0162719723 -1.404041e-01
## [10,] -1.259785008 0.6811445705 0.337074197 -0.2024068876 -5.473558e-02
## [11,] -0.049752921 1.0449823957 -0.298573995 -0.0086470271 7.980028e-02
## [12,] -2.601221747 0.5899027281 -0.295981802 -0.0532206129 -1.865266e-01
## [13,] -2.825803420 -0.1532417395 0.576788726 0.0896005571 -2.082087e-01
## [14,] -1.216069894 -3.0822756312 1.110065860 0.4123305612 1.079293e-01
## [15,] -0.673474424 0.2173180209 0.329314081 -0.1593275844 7.297542e-02
## [16,] -3.254523251 0.8085535625 -0.043091917 0.0101416350 -2.839253e-01
## [17,] -1.133177688 0.2401498192 -1.572105785 0.1243581741 5.692535e-02
## [18,] -1.351924347 -0.0324006951 0.228626676 -0.1216806275 -1.330176e-02
## [19,] -2.621030511 0.5189947014 -0.654109346 -0.0279622835 -1.845189e-01
## [20,] -0.782144951 0.4937635556 -1.112422891 0.0458712198 2.846131e-02
## [21,] -1.162284438 -0.9756544947 0.097936977 0.0118502985 1.021784e-01
## [22,] -1.846454972 -0.3332826213 -0.173382137 -0.0127100852 -3.003437e-02
## [23,] -0.346411038 -0.2555417924 0.566728254 -0.2100455589 6.492543e-02
## [24,] -2.016633539 -1.9334004289 3.426842132 0.5881453868 -3.352888e-02
## [25,] 0.430993843 -0.1862007999 -0.014487759 -0.2197324822 1.745424e-02
## [26,] -0.851444536 -0.9835876935 0.275924460 -0.0558765160 8.748798e-02
## [27,] -1.314929693 -2.5326225525 0.427520953 0.2491783999 9.140713e-02
## [28,] -1.619503926 -0.1808847514 0.305090221 -0.0543366581 -4.366843e-03
## [29,] -0.978501671 -2.9082880109 1.295878288 0.3260558461 9.353194e-02
## [30,] -1.496620396 -0.2727719965 -0.768401597 0.0021889381 8.603834e-02
## [31,] 0.038075289 -0.7132900066 -0.697456869 -0.0729069311 1.285588e-01
## [32,] -2.604173867 0.9469951960 -0.625715193 -0.0329125262 -1.799161e-01
## [33,] -0.854013766 -1.0658342721 0.442415598 -0.0181695488 1.247972e-01
## [34,] -1.547431582 -0.4742490370 -0.652725291 0.0058895187 4.038283e-02
## [35,] -3.211492675 -2.4916076397 3.047945382 1.0629474407 -2.265876e-01
## [36,] -3.347158755 -2.0349465718 1.087361663 0.6897476487 -1.983029e-01
## [37,] -2.089654688 -0.8684962570 0.877191937 0.1487948495 -2.451338e-02
## [38,] -1.579927185 2.1141975305 0.413203973 -0.1630025427 -1.039260e-01
## [39,] -0.512154997 -0.0981361703 -0.439924654 -0.0839061526 9.561678e-02
## [40,] -2.614974529 -1.6009880228 -0.009435182 0.2971333940 -7.980822e-02
## [41,] 0.111802328 -2.1379917626 0.589326739 0.0034939937 2.042304e-01
## [42,] -1.020892584 -0.6381515179 0.245608393 -0.0771054954 7.456047e-02
## [43,] -0.706472589 -0.9462724051 0.086936043 -0.0335921870 1.405444e-01
## [44,] -0.394206396 -3.1686575400 1.701636096 0.2843600801 1.162792e-01
## [45,] -0.235643804 1.5801010773 0.291119194 -0.1206992478 1.004006e-02
## [46,] -1.635471292 0.3896727296 1.153514690 -0.0876888576 5.433820e-02
## [47,] -1.048339792 -0.2886420094 -0.372945704 -0.0823370256 4.463905e-02
## [48,] -3.222712077 -2.3405742772 -0.726903564 0.5616276357 -8.355993e-02
## [49,] -2.317235687 0.5551763399 -1.174243744 0.0342718106 -8.041228e-02
## [50,] -2.108823108 0.1400119417 0.644267036 -0.0433954816 -7.760296e-02
## [51,] -2.377909865 1.3624324507 0.013001608 -0.1403435560 -1.964782e-01
## [52,] 1.570878740 0.2131916335 0.107811214 -0.1744142499 1.199249e-02
## [53,] -0.943803219 1.9173903128 0.396560856 -0.1820048600 -9.070034e-02
## [54,] -2.146490398 1.8934738001 0.081643423 -0.1136679550 -1.488221e-01
## [55,] 1.267601054 -0.2617513658 0.343587281 -0.2672562593 5.037740e-02
## [56,] -2.340718220 0.5909221781 0.429356512 -0.0897581493 -1.322449e-01
## [57,] -1.934303232 -0.7524082521 1.005190787 0.1192166470 1.433970e-02
## [58,] -1.902479633 0.5092018274 -0.125742031 -0.0547025878 -2.237302e-02
## [59,] -1.423446640 -2.1584724173 1.434499897 0.3356638381 1.380101e-01
## [60,] -3.986276986 1.0119067959 -0.107018603 -0.0023388646 -5.394337e-01
## [61,] -1.290636670 -0.3625241629 0.599253533 -0.0814645556 1.927141e-02
## [62,] -2.314909680 0.3424565441 -0.228621419 -0.0333594133 -1.057106e-01
## [63,] -0.146297984 1.4801533681 0.116125451 -0.0774265943 3.191584e-02
## [64,] -1.370539922 -0.0498307689 1.078805235 -0.1136714394 1.351538e-02
## [65,] -1.359669881 1.1532863911 -0.103142656 -0.1154928662 -4.411369e-02
## [66,] -1.567744113 0.1975115440 -0.012759151 -0.0600824457 2.883971e-02
## [67,] -1.915144941 0.6629702898 0.155064617 -0.1225957133 -9.928690e-02
## [68,] 0.236979655 0.7369856768 0.408305482 -0.2252211394 2.728176e-02
## [69,] -2.149989379 -0.4300022638 -0.768844405 0.0649381373 4.144099e-03
## [70,] -0.836854991 -0.0159173066 -0.408462476 -0.0578862663 8.306064e-02
## [71,] 0.633889501 0.1263727460 0.444696889 -0.2115354005 1.748963e-01
## [72,] -1.179993109 1.1024068771 -0.314535909 -0.0146440598 9.255627e-02
## [73,] -0.867076210 0.0695460192 0.059013798 -0.0755375159 1.626158e-01
## [74,] -1.030784979 -0.0785943812 -0.191746753 -0.0651113156 9.071813e-02
## [75,] -2.156728723 -0.2020514368 0.438527359 0.0047340986 -7.313518e-02
## [76,] -2.270459100 -0.1613224525 -0.227775198 0.0094788030 -8.403732e-02
## [77,] -0.696459099 -0.5818985677 -0.585349591 -0.0436384729 1.135901e-01
## [78,] -2.718777998 0.0775455946 -0.520110496 0.0307671733 -1.438037e-01
## [79,] -0.510139531 -0.1820300082 -1.298697587 0.0348457651 8.497374e-02
## [80,] -2.352779351 -0.2441492279 -1.470638894 0.0805998854 -5.627480e-02
## [81,] -2.061764861 0.5558171842 -0.185760840 -0.0797913154 -8.373430e-02
## [82,] -1.848978113 0.0830441492 -0.054074548 -0.0090226340 5.329194e-02
## [83,] -1.512617910 0.7207075815 0.446544211 -0.1171739597 2.436995e-04
## [84,] 0.056842355 -2.8109102870 1.532990519 0.0969136719 1.197527e-01
## [85,] -0.523557410 -0.0897521450 -0.001702135 -0.1280440540 8.793056e-02
## [86,] 6.992432162 3.5734723933 2.641388605 0.9528560286 1.914333e-01
## [87,] -0.831230810 0.7591580526 0.326822308 -0.2212028365 -3.600547e-02
## [88,] -3.089613309 0.0337903947 0.245832805 0.0642182972 -2.775486e-01
## [89,] -3.190561413 0.4059032447 -0.322088139 0.0371468251 -2.557782e-01
## [90,] -2.363813878 -0.0842494088 0.277512163 0.0154701194 -1.005348e-01
## [91,] -2.116812568 -0.6331195143 -0.443124197 0.0428174094 -4.453069e-02
## [92,] -1.853091400 -0.0009161954 0.484789187 -0.0553121735 -3.669161e-02
## [93,] -0.095751315 -0.0367267928 -0.057501929 -0.1637181205 7.585186e-02
## [94,] -1.299744573 -0.7901503818 -0.647266517 -0.0175880569 4.230961e-02
## [95,] -1.948826245 0.2079321885 -0.418087070 -0.0024432811 2.466919e-03
## [96,] -3.100285187 -0.3307275354 -0.425103108 0.1371520394 -2.059406e-01
## [97,] -0.903311887 -2.3562064699 0.204331925 0.1156150674 9.504738e-02
## [98,] -1.821880071 -0.6973253413 0.095880407 -0.0082909940 -2.839962e-02
## [99,] -2.347673351 0.4669894792 0.293687118 -0.0671265444 -1.454189e-01
## [100,] -1.201047226 -2.0309684491 1.140641209 0.1455543868 3.261484e-02
## [101,] -0.329914438 -0.4656107713 -1.150637056 0.0002293847 9.220138e-02
## [102,] -1.501379133 0.7328956496 -0.940104949 0.0151921977 -2.164884e-04
## [103,] -2.041654194 -1.0946567891 0.892611955 0.1314147719 -4.384265e-02
## [104,] -1.723281459 0.1095242801 -1.085507101 0.0639702403 7.356778e-02
## [105,] -1.593952578 0.0531915208 -0.191163586 -0.0582407125 1.190871e-02
## [106,] -2.419699701 1.2213110200 -0.394782722 -0.0896729528 -1.888075e-01
## [107,] -2.840815769 -2.2310763133 2.054994827 0.7444535741 -9.882438e-02
## [108,] -1.224007758 -0.9710965139 1.020381609 0.0257367863 9.754296e-02
## [109,] -0.377141572 -1.0330672395 -0.204972211 -0.0811517877 1.364604e-01
## [110,] -1.605318440 -1.7482827910 0.077448135 0.1619329955 7.135504e-02
## [111,] -0.256336228 -0.3753077357 0.404845505 -0.0671086385 2.222567e-01
## [112,] -2.389222471 0.5996372400 -1.206339108 0.0791952726 -6.023991e-02
## [113,] -2.108166266 0.4033576074 -0.361228297 -0.0773552881 -1.140116e-01
## [114,] -2.678658633 -2.6608036042 -0.768719895 0.4844726065 1.321387e-03
## [115,] 0.552722675 -0.2564576073 -0.057593667 -0.1124047610 2.134975e-01
## [116,] -0.176592819 -0.2871474950 -0.101115907 -0.1266324398 1.130288e-01
## [117,] -0.333769336 -0.4905770555 -0.773011786 0.0144908162 1.938107e-01
## [118,] -0.206259394 -2.0028469757 0.237328981 -0.0198326760 1.388486e-01
## [119,] -1.361059915 0.3352450325 0.016616062 -0.0685754367 4.962439e-02
## [120,] -0.733896291 -1.5011005426 0.520338899 -0.0083001724 9.902004e-02
## [121,] -1.097451810 -0.5975505939 0.591225595 -0.0388440408 1.171241e-01
## [122,] -2.023437179 0.2707279522 0.290887020 -0.0464583361 -2.138080e-02
## [123,] -2.525602712 -1.3758930519 0.511603279 0.2681012039 -9.761315e-02
## [124,] -1.711830793 0.0406809165 0.377133156 -0.0334602254 8.709673e-02
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## [512,] 0.146218262 1.9744162145 0.543068071 -0.0548702755 9.278775e-02
## [513,] 0.740187096 -0.7931107313 0.301393482 -0.1750330307 1.582330e-01
## [514,] 0.053040987 1.5609670206 0.347310440 -0.1148590519 3.415373e-02
## [515,] 3.920349884 -0.9879734379 0.036221558 -0.2830864410 -1.761371e-01
## [516,] 4.886684408 -1.8672397564 0.042152511 -0.3430260830 -2.434826e-01
## [517,] 5.749203855 -1.0312754289 0.006754908 -0.1051945143 -3.691100e-01
## [518,] 0.682630818 0.2244012221 -0.148983816 -0.1285456613 8.415508e-02
## [519,] -0.859890661 1.6408919998 -1.054432683 0.2487135158 7.917823e-03
## [520,] 0.061501432 -0.1922693206 -0.742996114 -0.0383980142 1.173586e-01
## [521,] 3.792478800 0.3276246986 -0.500391863 0.2789624688 -1.592966e-01
## [522,] 0.125735724 0.5574240001 -0.728307531 0.0570700355 1.216876e-01
## [523,] 4.781115339 -0.4297554065 -0.946431459 0.3810389413 -1.798930e-01
## [524,] 1.477043637 -0.0876062959 -0.803898198 0.0689765570 1.225556e-01
## [525,] -1.591500225 0.4882524725 -0.799781066 0.0121029048 2.506450e-02
## [526,] 1.822943308 1.1036205721 -0.164869889 0.1399203294 9.425553e-02
## [527,] -0.857963718 0.3244492620 -0.731286964 -0.0074895837 8.618469e-02
## [528,] 3.896260987 -0.7604016553 0.222401478 -0.2261211617 -9.858607e-02
## [529,] 2.038628464 1.3910324628 -0.106244811 0.2419639252 9.752993e-02
## [530,] -0.260684190 1.9478363100 0.950182210 -0.2018723316 5.848550e-02
## [531,] 0.640226822 0.9232345833 -0.181829875 0.0891157359 2.514474e-01
## [532,] 1.440752796 1.4369226565 -0.558963760 0.3675207157 8.733704e-02
## [533,] 0.142737992 1.2915698132 0.573974716 -0.1399978744 1.589188e-01
## [534,] 2.494352323 -0.7725768727 -0.073707419 -0.1398256127 1.425334e-01
## [535,] 4.152367409 -0.3640212532 -1.551003994 0.6105661606 -1.213552e-01
## [536,] -0.280160677 1.0224336924 0.225488180 -0.1564487160 6.359124e-02
## [537,] 0.624514817 4.0779980830 1.568748405 0.1603747078 -7.074444e-03
## [538,] -0.175478203 -0.3332412811 -0.877983296 -0.0333101987 1.303867e-01
## [539,] 3.358348237 0.4646337361 0.605435366 -0.1199267632 1.174934e-02
## [540,] 1.195322678 2.9149679655 0.996333694 0.1081377139 5.977178e-03
## [541,] 4.404762174 -0.6127407862 -2.148501872 0.8862237698 -1.544376e-01
## [542,] 5.332198719 0.0142728380 1.234560106 -0.3843743568 -4.278385e-01
## [543,] 2.968228006 -0.4016655793 -0.727858832 0.0908081950 1.543828e-02
## [544,] 1.548147249 -1.7495511925 -0.694663615 -0.0989136378 1.753165e-01
## [545,] 1.064352790 0.2118198761 1.038703628 -0.2530054078 1.802336e-01
## [546,] -0.781005600 0.9160138402 0.115488641 -0.0969420436 1.215233e-01
## [547,] 0.122790183 -0.9089749218 1.555507596 -0.1026142775 2.932492e-01
## [548,] 1.797366259 -0.6701481012 0.230577320 -0.1770229122 2.601351e-01
## [549,] 2.483197335 1.6542371729 -0.148248554 0.4360988733 1.927645e-02
## [550,] 0.651766691 0.4668670546 -0.972163273 0.1301305789 9.207215e-02
## [551,] 0.295553846 0.0434264370 0.363898581 -0.1434271693 1.835790e-01
## [552,] -0.790370976 0.2389395634 -0.879895403 0.0609163675 1.581595e-01
## [553,] 5.363353700 -3.0995966017 0.988262138 -0.5989591276 -3.142661e-01
## [554,] -0.014975916 0.3708558810 -0.420359635 -0.0435329814 1.043570e-01
## [555,] -0.368388486 1.0300529944 0.125851795 -0.1013636328 9.119684e-02
## [556,] 1.965024143 -0.3340158937 -0.038528586 -0.1413999334 1.493370e-01
## [557,] 0.765354559 -1.3338127321 0.180647277 -0.1951840393 1.212866e-01
## [558,] -0.078344968 2.0956563059 0.092318538 0.0258262429 -1.180256e-02
## [559,] -0.277117164 -1.9127277199 1.036462181 0.0053415116 1.673197e-01
## [560,] 2.686060806 -0.9957573340 0.799730744 -0.3766789673 5.707003e-02
## [561,] 4.394581584 -1.9375268306 -0.908691433 -0.1462416646 -2.199942e-01
## [562,] 2.944092948 -0.9201330176 -0.177985269 -0.1789650985 -8.408023e-03
## [563,] 0.433774555 2.1333989930 -0.160999785 0.2270324441 2.194196e-02
## [564,] 1.756340102 -0.1582375732 0.594869455 -0.2424425602 1.174310e-01
## [565,] 1.329189824 1.1540855548 0.123542346 0.0383046110 1.530244e-01
## [566,] 2.610718770 -0.4694285196 -0.371503401 -0.1094707130 -2.890161e-02
## [567,] 1.654308480 0.2762183504 -1.015236285 0.2200169965 7.820121e-02
## [568,] 3.507304724 -0.9502977070 -0.976661804 0.0533373764 -1.030902e-01
## [569,] 2.295014839 1.6844730180 0.774513854 0.0181038510 1.186811e-01
## [570,] 0.710746219 1.1266464275 -0.372677739 0.1180477479 1.519957e-01
## [571,] 1.172640160 0.0047270292 -0.434758594 -0.0042843870 2.536898e-01
## [572,] -0.233493013 1.1348169858 0.535525899 -0.2263543941 -5.164620e-03
## [573,] 0.455731394 -0.1502553011 -0.323200858 -0.1064734212 1.336904e-01
## [574,] 4.465199975 1.7829855429 1.099733387 0.1060690953 -3.769434e-01
## [575,] 5.747245236 1.4638508504 0.646404245 0.4861769806 -4.868679e-01
## [576,] 3.239729864 0.7008489644 0.769217259 -0.2171623380 -1.372046e-01
## [577,] 1.433973968 0.3783613300 -0.416334117 0.0555849020 1.509522e-01
## [578,] 2.499665568 0.0317784995 -0.527193261 0.0362943726 -3.051076e-02
## [579,] 2.414656261 0.4741685090 0.647211463 -0.2126585017 -4.286837e-03
## [580,] 2.811106502 2.6973111372 1.467523921 0.0312306215 -1.806666e-01
## [581,] 5.915339361 -1.6192135812 -1.044674747 0.1688801902 -3.132587e-01
## [582,] 5.485182368 -2.5374385185 0.017240218 -0.4357354192 -3.909432e-01
## [583,] 3.131100802 -0.6282711048 -0.869865166 0.0644341919 -4.168931e-02
## [584,] 2.045506072 -0.7570952603 -0.422664873 -0.1362099395 4.557843e-02
## [585,] 1.004998350 0.6045573949 0.118806358 -0.1022239594 1.042719e-01
## [586,] -1.365314118 0.1371597064 -0.978972399 0.0300050807 5.846530e-02
## [587,] 4.014733238 -0.4765663991 -0.461182857 0.1044917591 -1.180420e-02
## [588,] 0.642067950 -1.1226105274 0.321605352 -0.1599587492 1.929927e-01
## [589,] 1.620834603 -0.0103629436 -1.188771155 0.2222123093 1.176434e-01
## [590,] 1.363216592 0.0274794232 -0.958507505 0.1583484254 2.196503e-01
## [591,] 4.348218637 -2.0609206769 0.511035449 -0.4321084118 -1.106386e-01
## [592,] 1.155994695 -0.6765662646 -0.521329891 -0.1206824178 9.531953e-02
## [593,] 2.618152304 0.9042721909 -0.338352496 0.2582463385 -1.612994e-02
## [594,] 1.976259306 -0.5542389994 -0.416739764 -0.1258934095 5.142920e-02
## [595,] 2.742651377 0.3828403623 -0.052257581 -0.0016479192 3.666189e-03
## [596,] 0.072253015 0.9306371547 -1.195296475 0.2878087563 1.426326e-01
## [597,] -1.704948620 -1.3016211774 0.440185518 0.0950931896 -2.000508e-03
## [598,] 1.147889100 -0.8730408669 -0.463399022 -0.1390853638 9.519479e-02
## [599,] -0.137397907 -1.2056966463 1.159178012 -0.1375795040 9.827297e-02
## [600,] 3.606028275 1.0038165053 1.435417451 -0.3395447163 -1.782190e-01
## [601,] 0.859666407 3.0960814151 1.002854983 0.0895322704 -2.770181e-02
## [602,] 2.304640400 -0.4366503075 1.497183057 -0.4060924153 8.918993e-02
## [603,] -0.289535191 1.0385690969 -1.211782519 0.2473356174 9.337756e-02
## [604,] 2.573823470 -0.6607272528 -0.389733709 -0.1184569791 4.797669e-03
## [605,] 0.902385628 0.3433774147 1.146484947 -0.3408540254 6.581530e-02
## [606,] 4.241612533 -0.0347750124 0.091247426 -0.0781617745 -2.890431e-01
## [607,] -0.352948430 0.6080484202 1.389253417 -0.2607519571 9.462819e-02
## [608,] -1.365526244 2.2936378152 -0.082452498 0.0156378582 -2.758526e-02
## [609,] 1.225663424 0.3189340836 -1.178048602 0.3234697277 2.515614e-01
## [610,] 2.129533486 1.2058660214 0.178647402 0.0863448873 4.540788e-02
## [611,] -0.144387983 -0.3611237412 0.226948488 -0.1944539526 6.923978e-02
## [612,] -0.692908945 0.9118419027 0.102944059 -0.1710432649 -2.218672e-02
## [613,] 2.438301169 0.3734845245 -0.839537665 0.2521162271 -2.138532e-02
## [614,] 1.567827083 -0.9916419030 0.131815449 -0.2040927196 1.441440e-01
## [615,] -1.567719092 -0.3240324831 0.487401740 -0.0619526779 -2.053341e-02
## [616,] 0.991783563 -1.3513381849 -0.501118427 -0.1276126710 1.519954e-01
## [617,] 5.138040616 -2.6243973092 0.135858100 -0.4856358352 -3.405921e-01
## [618,] 2.147660072 -0.9512965852 0.156823094 -0.2858502305 2.088230e-02
## [619,] 1.120805097 -0.3899212876 -1.028189385 0.0310752741 1.140158e-01
## [620,] 1.521612153 0.7783736352 -0.539617116 0.1463745830 5.364772e-02
## [621,] -0.228209552 0.5315570248 -0.428032921 -0.0086804405 1.338090e-01
## [622,] 3.153318494 1.3405106170 0.280033283 0.2304915089 1.630423e-02
## [623,] 5.289696783 -1.7878057306 -1.136549682 0.0739892715 -2.954568e-01
## [624,] 3.055623938 0.7000696593 -0.977307876 0.5496610118 -4.368876e-02
## [625,] -0.343277972 1.5310416378 -0.034648674 0.0406796741 1.633907e-01
## [626,] 0.793480653 0.5125135239 -0.199844685 -0.0630400395 1.107434e-01
## [627,] 1.321791166 0.7722701528 -1.143726494 0.4184618109 1.562089e-01
## [628,] 0.884110720 -1.0025828189 -1.201485136 -0.0083490853 1.200076e-01
## [629,] 1.004261359 -0.6834902405 -0.246340752 -0.1162386142 1.621080e-01
## [630,] 0.120848417 0.6411285622 -0.222443065 0.0118166384 1.959227e-01
## [631,] 0.784963457 0.1625646837 0.091187206 -0.1698832021 9.652225e-02
## [632,] 0.593727853 1.1309331543 -0.361253723 0.0929492277 9.840475e-02
## [633,] -0.003825498 0.2726309286 -0.771427919 0.0283743044 1.212860e-01
## [634,] -1.730444297 0.9640819660 -0.762084480 -0.0168017203 -5.407522e-02
## [635,] 4.559915937 -0.1459599170 -1.544561879 0.7995248468 -1.505249e-01
## [636,] -0.966085346 -0.4059339961 -0.292831022 -0.0645054952 9.806881e-02
## [637,] 0.926772802 -0.9287116433 -0.999910618 -0.0421554209 1.083822e-01
## [638,] 3.882175384 -0.7709390220 -0.913414601 0.1581408129 -5.949879e-02
## [639,] 0.904113708 0.3064117322 0.017612692 -0.1574823019 5.366869e-02
## [640,] -1.342008088 -1.3813429771 0.841772702 0.3213848145 3.790869e-01
## [641,] 0.531865765 1.4208865538 0.093829482 -0.0172527303 5.217047e-02
## [642,] 2.409326874 -0.5516209765 -0.825607747 0.0108382966 2.282815e-02
## [643,] -0.237102611 -0.1701564469 -0.596771663 -0.0762868309 1.098508e-01
## [644,] 1.131886977 -0.0059332250 -0.521848080 -0.0581110773 7.196016e-02
## [645,] 1.688998321 -1.5872675477 -0.244512852 -0.1929264194 1.386601e-01
## [646,] 1.511020306 -0.5793912954 -0.122410614 -0.2001451274 5.912539e-02
## [647,] 0.117918316 0.2584376731 -0.913880099 0.0209072631 6.511681e-02
## [648,] -0.338935585 1.0750335837 0.332883523 -0.1870088132 1.111491e-05
## [649,] -0.621264099 0.3955702748 0.458391226 -0.2032906474 2.676083e-02
## [650,] 1.341009421 -0.7939603074 -0.418834676 -0.1439703763 7.863134e-02
## [651,] 5.107298298 -1.9755814590 -0.862260781 -0.1448195739 -3.699758e-01
## [652,] 1.217491455 0.7920304496 0.018800149 -0.0299691122 1.162703e-01
## [653,] 0.832375817 0.6439493492 -0.150140553 -0.0869332030 4.767236e-02
## [654,] 0.854790328 0.5212287753 -0.749519933 0.0898369311 1.055051e-01
## [655,] 4.345705213 -0.4432337237 -0.309701714 0.0116166407 -2.202732e-01
## [656,] -1.036039506 -0.2266307511 -0.060569024 -0.0981116013 3.161870e-02
## [657,] 4.221293456 -0.3266731923 1.481187749 -0.5837373004 -2.828803e-01
## [658,] 5.415616330 -0.4444765285 -0.872307777 0.4065795214 -3.787395e-01
## [659,] 0.266639380 -0.4528836606 -0.029804131 -0.1583582467 1.216952e-01
## [660,] -0.019678335 1.0334061540 0.309233928 -0.1496396227 6.463472e-02
## [661,] -1.820733943 0.7127119033 -0.685581851 -0.0291138173 -4.627301e-02
## [662,] 3.545420476 0.0409821222 0.391609519 -0.1324684690 -1.184540e-02
## [663,] -2.996100896 -0.2330420160 -0.123889482 0.0906580687 -2.218471e-01
## [664,] -0.097499891 0.7645984357 -0.047763462 -0.1037384718 7.963974e-02
## [665,] 1.449716631 1.0071723131 -0.663638532 0.3000528921 1.362942e-01
## [666,] -0.143412608 -0.5989202478 0.267649617 -0.1329792654 1.400725e-01
## [667,] 4.336608081 -1.9010741351 0.111804533 -0.3882614240 -2.103698e-01
## [668,] 1.044408493 -0.7991689833 -1.182350844 0.0575486863 2.145182e-01
## [669,] 6.038757971 -0.8276075312 -0.870782837 0.3643234042 -4.468562e-01
## [670,] 0.479439818 -1.0278572448 0.689194549 -0.1624130749 1.884913e-01
## [671,] 3.856140669 -0.2519547796 -1.105632912 0.3822533008 -6.771098e-02
## [672,] 5.108712440 -0.0803569564 -0.284848873 0.2490975660 -2.617954e-01
## [673,] 0.849808786 0.9500705587 -0.298360512 0.0550862733 1.116930e-01
## [674,] 1.061008982 1.5041747239 0.712088240 -0.1344154665 6.473736e-02
## [675,] -0.416972800 1.0101923473 -0.449483769 -0.0457826041 -1.961840e-03
## [676,] 1.536022202 0.5940531842 0.069940763 -0.0712391133 8.497506e-02
## [677,] -1.840436503 1.2087074473 0.298534875 -0.1595106171 -4.503512e-02
## [678,] 3.179580315 -0.2440778798 -0.877668648 0.1702236710 -7.825609e-02
## [679,] 4.704683346 -1.4910644922 0.078608050 -0.3070289513 -2.385283e-01
## [680,] 2.450427510 -0.1849814521 -1.273021097 0.3163536819 8.963521e-02
## [681,] -0.724045011 -0.9465020128 -0.301320350 -0.0455956264 1.212635e-01
## [682,] 3.851248702 -0.0919535292 -0.875594851 0.3018542747 -1.664598e-01
## [683,] 1.822044360 3.4009028533 1.309873841 0.2324837213 -7.438123e-02
## [684,] -1.275578747 0.3292763230 -0.501704334 0.0001817087 1.144698e-01
## [685,] 0.244074132 -0.1211934838 -0.829143350 0.0082191218 1.586355e-01
## [686,] 0.700799245 -1.3841111315 0.720802380 -0.1970909141 1.805875e-01
## [687,] -1.279224973 0.0986541661 -0.577250613 0.0462825114 1.619896e-01
## [688,] 2.642560857 0.8422719376 -0.660135370 0.4019454259 3.000604e-02
## [689,] -1.851757581 -0.4691876785 1.688719020 0.0960779366 -9.890767e-04
## [690,] 0.319046249 1.1621352910 0.308710905 -0.1439035008 2.486342e-02
## [691,] 0.448874325 1.9181237495 0.568197428 -0.1144495473 -3.088605e-02
## [692,] 3.096727796 1.5366303855 1.215285281 -0.2239073474 -2.190344e-01
## [693,] 2.575253037 -0.2384659494 0.833622470 -0.2278950093 3.824370e-01
## [694,] -2.089992800 0.7443761377 0.097295754 -0.0533812962 -5.077182e-02
## [695,] 6.988994213 2.6880341790 2.359524618 0.7234914291 6.401317e-01
## [696,] 0.327391347 1.6139759709 0.813219463 -0.2169206660 2.953831e-02
## [697,] 0.221656724 -0.4173407739 -0.118207633 -0.1596512066 1.108965e-01
## [698,] 0.012155373 -1.5868446689 0.826242363 -0.1145119784 1.032403e-01
## [699,] 0.391957398 -0.1986337630 -0.310586315 -0.1456748415 7.128679e-02
## [700,] 2.358339250 0.7759228965 -0.402602519 0.2143693792 5.768251e-02
## [701,] 1.933449995 -0.1736410259 -1.167485855 0.2275539214 1.586063e-01
## [702,] 3.193759233 -1.6021097256 -0.810200841 -0.1586196773 -8.614520e-02
## [703,] 3.582571526 0.1316637005 -0.845033233 0.3825484419 1.264377e-02
## [704,] 2.820146786 0.9365317021 0.569437958 -0.0948817457 -3.559514e-02
## [705,] 2.664087919 1.7314279239 0.240579534 0.2691152418 -6.872048e-02
## [706,] -0.125608890 0.6326994388 -0.352614634 -0.0511560974 1.268487e-01
## [707,] -1.567333010 -0.3704885078 -0.452586099 0.0200142936 6.753671e-02
## [708,] 0.625883581 -0.4374568075 -1.033419361 0.0467704296 1.854944e-01
## [709,] 6.500561728 -1.7178752292 -0.786286725 0.0290042620 -5.868571e-01
## [710,] 1.219774303 -0.2009822360 -0.008127337 -0.1623433390 1.126652e-01
## [711,] -1.046591561 2.0165980038 0.043864640 -0.0770149978 -6.949917e-02
## [712,] 5.449905342 -2.2910306160 -0.316814389 -0.3513912691 -4.252050e-01
## [713,] -0.001188612 1.4656929954 -0.652029889 0.2166855993 1.187061e-01
## [714,] 1.118102625 -0.1517616989 -0.720239984 0.0106929261 1.330932e-01
## [715,] 0.420564221 2.1688442467 0.906896157 -0.1286017236 6.453208e-02
## [716,] 0.592260830 -0.6424000645 -1.424453346 0.0654174742 1.090592e-01
## [717,] 1.259150920 2.1682161316 0.110938253 0.3212620791 1.446489e-01
## [718,] -1.654667513 0.0505349794 -0.832125869 -0.0312315305 -3.756111e-02
## [719,] 0.043121588 0.1905310894 -0.934356550 0.0519816508 1.192899e-01
## [720,] 1.476170269 0.3950396202 -0.221041133 -0.0277606274 8.184623e-02
## [721,] -1.155391001 0.1769767869 0.305659895 -0.1204343669 2.324286e-02
## [722,] 0.532049460 0.7002460258 -0.675903760 0.0795471848 7.901314e-02
## [723,] 2.325745254 -0.4670188240 2.144535376 -0.2960262983 3.423055e-01
## [724,] 0.652288046 -1.1846991047 -0.276007289 -0.1348261920 1.391903e-01
## [725,] 0.586943861 -0.1785084635 0.012562477 -0.1580332584 1.188311e-01
## [726,] -0.210410105 0.6300666313 -0.469929707 -0.0287217456 7.752697e-02
## [727,] 0.116346884 0.1727023130 -0.181331064 -0.1192693823 1.349575e-01
## [728,] 1.705126160 0.8687617022 -0.336892218 0.1088799508 3.003688e-02
## [729,] -1.845501461 0.7260201719 0.614008435 -0.1334598893 -3.435007e-02
## [730,] -0.249259308 0.3890608348 0.567225479 -0.1743595980 1.045793e-01
## [731,] 0.385543883 1.4629488549 0.513205674 -0.1834791287 -2.508803e-02
## [732,] -0.158308094 -0.1108480389 0.713569279 -0.2202735378 8.522330e-02
## [733,] 1.180639981 2.3529469850 0.907215469 -0.0114620585 2.671027e-02
## [734,] 0.979132814 -0.3460007802 -0.836515003 -0.0322825237 7.618889e-02
## [735,] 0.706941544 0.1478094974 0.212158014 -0.2467428901 7.104955e-03
## [736,] 2.117242011 0.0273790264 1.207241859 -0.3509411340 1.087459e-01
## [737,] 1.854322999 0.8584352077 1.111121765 -0.2754294542 4.902009e-02
## [738,] -2.312112869 0.2434248046 0.526323274 -0.0058423465 -6.523906e-02
## [739,] 4.035208712 -0.9713316041 -0.372631460 -0.0889655313 -1.108698e-01
## [740,] -0.040197901 0.1587073168 -0.278654747 -0.0774089668 1.278666e-01
## [741,] 1.704611751 2.2069234879 0.893422897 0.0106750042 -8.912395e-03
## [742,] 2.220460099 1.8341024069 -0.558955723 0.6710040289 2.873415e-03
## [743,] 1.383609493 0.2796771590 -1.089369849 0.2191379649 1.016909e-01
## [744,] 1.055199228 -0.1586979845 -0.334166846 -0.0258347534 2.055842e-01
## [745,] -1.888911186 0.8715435584 0.683959442 -0.1372882187 -5.823110e-02
## [746,] -0.221411546 0.4951048316 -1.268682930 0.1689320381 1.152311e-01
## [747,] 2.482930352 2.1304273810 0.951441659 0.1055143643 3.153008e-02
## [748,] 3.313533798 0.3442073333 -1.307968410 0.6680368081 -2.692693e-04
## [749,] 0.472035697 1.4310699685 1.501439912 -0.1910659330 3.453296e-01
## [750,] 0.716996531 0.4013799309 -0.286733347 -0.0659149274 9.557239e-02
## [751,] 1.070876340 0.0628353224 0.365967118 -0.2405976564 3.982903e-02
## [752,] 4.702546872 -1.3020699129 0.199000097 -0.2888682161 -2.154424e-01
## [753,] -2.069227729 0.5351395393 -0.971666243 0.0397730155 -3.433332e-02
## [754,] -0.162136842 1.1352842484 0.109628606 -0.1213994091 5.274791e-02
## [755,] 1.933530090 2.4967983841 1.184830036 0.0344240170 6.261807e-02
## [756,] 4.421404316 -0.5138756430 -0.841015220 0.2289391663 -1.964768e-01
## [757,] 3.217259315 -1.1764560345 0.467412961 -0.3168081735 2.948783e-02
## [758,] 0.785673897 0.5986633484 -0.332971828 -0.0202023409 8.657075e-02
## [759,] 0.589098439 -0.2336647114 1.824266130 -0.3141566261 1.801904e-01
## [760,] 2.194199753 -1.2024330607 -0.272668235 -0.2351891198 1.569087e-02
## [761,] 2.556813733 -0.3751148731 0.396445123 -0.2402030220 7.744060e-02
## [762,] -0.944143119 -0.0706238531 -0.347967062 -0.0070644768 1.619877e-01
## [763,] 1.343123450 1.1741337962 0.784170665 -0.2679564772 -6.942890e-02
## [764,] 1.407062140 0.9254665884 0.647336098 -0.2279387230 -8.425923e-03
## [765,] -0.399371130 0.7093790957 1.071812463 -0.2373926211 8.748021e-02
## [766,] 2.035233612 0.2813334991 -1.000592227 0.2375484840 1.141578e-02
## [767,] 0.123420916 0.1754595173 -0.311052854 -0.0616441977 1.315309e-01
## [768,] 2.862633224 0.2735853364 -1.346666101 0.5335429740 -1.188420e-02
## [769,] 4.861682714 1.6031068712 0.904819703 0.2158476690 -3.914065e-01
## [770,] 4.911122677 -2.5739794837 0.071436898 -0.5033980913 -3.846338e-01
## [771,] 2.216947858 -0.9854377022 0.528460735 -0.3291862035 5.223733e-02
## [772,] 4.268268427 -1.9949582556 -0.509046685 -0.2448433206 -1.845897e-01
## [773,] -0.671722340 2.0227789573 0.045153558 0.0276922096 6.333750e-02
## [774,] 1.082772559 -0.7149746277 -1.302116388 0.0446401810 8.928070e-02
## [775,] -0.078164109 1.7365880486 -0.552040761 0.2315202951 8.973639e-02
## [776,] 0.061024132 -0.9329684274 -0.723317859 -0.0321491164 1.761288e-01
## [777,] 4.016487756 -1.3768882773 -1.090876828 0.0680824966 -8.480899e-02
## [778,] 4.444321343 -1.9608039083 0.907077824 -0.5362322509 -2.372185e-01
## [779,] 3.366828225 -0.1112076531 0.059650019 -0.1199319069 -2.216478e-02
## [780,] 1.115372169 0.6549230699 -0.470336606 0.0083447304 9.169765e-03
## [781,] -0.717930669 0.4705044186 -1.023278465 0.0535137219 6.962113e-02
## [782,] 4.068807573 -1.1276988493 -0.363424698 -0.1684993844 -1.968934e-01
## [783,] -1.981488675 1.2122286930 -1.234533089 0.1245937842 -3.173380e-02
## [784,] 1.076413566 0.1746111658 -1.281668231 0.2176967250 9.063457e-02
## [785,] -0.109517260 0.2883310054 -1.095825485 0.0834032922 1.053096e-01
## [786,] -1.351885780 0.0245374762 -0.120170448 -0.0578223301 5.953451e-02
## [787,] 3.020510193 -0.3066248433 -0.522123712 0.0239721058 -4.721606e-02
## [788,] 1.254816418 0.2125480888 -0.233283980 -0.0398799823 1.594759e-01
## [789,] 2.073287069 -0.5063254371 -0.635060571 -0.0504711219 2.931692e-02
## [790,] 0.043729551 -0.3819300410 -0.585480753 -0.0796018853 1.248305e-01
## [791,] 1.025479964 -1.2228733426 -0.776895046 -0.1113893494 9.861365e-02
## [792,] 2.899324501 -0.2471920834 0.071206456 -0.0509127730 1.575842e-01
## [793,] 0.312726432 -0.4349565191 -0.957251112 -0.0096305985 1.290954e-01
## [794,] -0.241229644 1.5628399422 -0.353559140 0.0378935695 -8.871764e-04
## [795,] 1.131647704 0.4873329642 0.189314124 -0.1706429921 5.890079e-02
## [796,] -0.285913633 1.8480178502 0.335097335 -0.0311312490 1.259579e-01
## [797,] 0.050791993 -0.7995844756 0.353317842 -0.1261395638 1.608616e-01
## [798,] 0.541798194 1.2733065062 0.478846717 -0.1946923205 -1.186482e-02
## [799,] -1.060699344 -0.6803050302 -0.027863426 -0.0629718041 5.637563e-02
## [800,] 0.098223491 -0.8012579548 -0.326999892 -0.1353761912 1.256548e-01
## [801,] 2.824315662 -0.3676536464 -1.111708175 0.2028581681 3.318015e-03
## [802,] 3.703005261 -1.8617412876 -0.448842381 -0.2623862342 -1.298165e-01
## [803,] -0.089863563 4.0787584273 1.371019133 0.0823529511 -1.059149e-01
## [804,] 3.055857781 -1.1185293952 -1.743541751 0.2888930625 3.590245e-02
## [805,] 6.325069982 -2.1390041834 -0.299982660 -0.3162086730 -6.065681e-01
## [806,] -1.378241750 1.9071461886 -0.524916542 0.0584650044 -4.335536e-02
## [807,] 3.200822916 0.9865542579 0.282994333 0.0659190591 -1.256159e-01
## [808,] -0.499496031 0.3204239588 -0.019511903 -0.1939360141 -2.441626e-02
## [809,] 0.572691595 0.1669465278 -0.528973442 -0.0064961634 1.506168e-01
## [810,] 0.903261622 0.5472874036 -1.199555443 0.2661801002 1.076545e-01
## [811,] 2.092370250 0.5869373213 0.295662872 -0.1606293882 -3.312507e-02
## [812,] 0.189576676 0.4908199672 -1.219695545 0.1754127404 8.663807e-02
## [813,] 7.128640027 -0.8487483994 -0.131119349 0.0838859888 -7.876603e-01
## [814,] 4.023984809 1.5048368624 0.546387386 0.3650109544 4.210139e-02
## [815,] 0.386640824 1.4471734676 -0.573623869 0.2216482748 1.557142e-01
## [816,] 1.725737896 -0.1088847946 -0.360773888 -0.0712386236 6.417022e-02
## [817,] -1.182814898 0.1792830147 0.180838238 -0.1213676114 1.462972e-02
## [818,] -0.163795674 -1.1063554986 -0.120402441 -0.1241042151 9.792396e-02
## [819,] 0.557234723 0.0172017415 -1.031624981 0.0418819033 7.105651e-02
## [820,] -0.182659382 1.0757226041 -0.402879404 -0.0204285432 5.674562e-02
## [821,] 3.583478279 -1.6899708921 -0.951924786 -0.1163364785 -1.093537e-01
## [822,] 1.910119251 -0.6064039928 -0.490212104 -0.0784447905 1.252978e-01
## [823,] -1.397373734 -0.2639991535 -1.979248612 0.1339430559 2.908614e-02
## [824,] 1.101607493 -0.3538016155 -0.203010146 -0.1699770423 1.019490e-01
## [825,] 1.296895247 -0.6350849159 -0.438854665 -0.1469059664 8.783162e-02
## [826,] -1.624535758 -0.5829764969 -0.246047478 -0.0097245055 8.372423e-03
## [827,] -2.265215919 0.3152635224 -1.352610367 0.0568379951 -8.469915e-02
## [828,] -1.315583784 -0.2063808440 0.243957243 0.0378750152 1.796577e-01
## [829,] 0.065097974 -0.0245404733 0.650606584 -0.2343777743 1.706557e-01
## [830,] 2.718592225 3.0172088681 1.258843034 0.2245082219 -1.908658e-01
## [831,] 2.054303867 -0.7815448162 -0.477542836 -0.1020326730 8.269682e-02
## [832,] -2.671785399 -0.8860955956 1.814569009 0.3260744296 -1.509373e-01
## [833,] 0.029936306 -0.1080932213 0.148698978 -0.0902026445 1.974883e-01
## [834,] -0.528461107 -0.9279209773 0.382701127 -0.0093487018 2.039192e-01
## [835,] 3.204017996 0.3431623084 -0.131661479 0.0310459754 -1.132808e-01
## [836,] 0.617939396 1.6648420463 0.049672145 0.0703864526 1.016616e-01
## [837,] 7.478838503 4.6084239850 2.786821218 1.7117961237 1.777830e-01
## [838,] 2.935991790 -0.8586480163 -0.855046788 0.0062607281 2.816553e-02
## [839,] 0.021478631 -1.6943308630 0.433637552 -0.0645776154 1.496527e-01
## [840,] -1.184122709 -0.2796335497 1.067135374 -0.0907444057 4.090532e-02
## [841,] -2.420897440 -0.4895949928 -0.464780791 0.0863063832 -7.632603e-02
## [842,] 0.234480252 -1.0515465779 -0.249867564 -0.0915547935 1.883700e-01
## [843,] 0.958255234 -0.0526758532 0.306633329 -0.1715705023 2.158155e-01
## [844,] 0.573301415 -0.0167485912 0.259240027 -0.2040590055 7.813753e-02
## [845,] 0.572330322 -1.2000557253 -1.206640491 0.0219823709 2.286811e-01
## [846,] 3.392116991 -0.5649884310 -0.317478006 -0.0800202878 -6.596865e-02
## [847,] -0.709670912 -0.5341418075 -0.369178452 -0.0654256043 1.072618e-01
## [848,] 4.112407819 -1.3455515602 -0.559149978 -0.0979444031 -9.835131e-02
## [849,] 0.427507362 -1.2419514881 0.527774229 -0.2163564425 8.286405e-02
## [850,] 0.617557725 -1.7705697351 0.930499182 -0.1072028092 1.971960e-01
## [851,] 1.382815359 1.4737802462 -0.084344705 0.1437667167 5.247978e-02
## [852,] -0.645388855 0.4577870637 -0.470332981 -0.0724227443 3.431532e-02
## [853,] -0.542322280 1.1913650941 -0.950601166 0.1183870834 -8.755883e-03
## [854,] 2.326113044 0.5438417732 0.113141789 -0.1012802150 -5.015120e-02
## [855,] -0.343909483 1.5437253319 -0.220339967 0.0220146665 8.966890e-02
## [856,] 5.414001215 0.6391349186 1.198965915 -0.1085215706 -3.016960e-01
## [857,] 3.587816203 -2.1622561606 -0.445907188 -0.2518693125 2.721453e-02
## [858,] 1.681821607 -0.2770791479 0.757250968 -0.3972231561 -5.681602e-02
## [859,] -1.249942414 0.9264542697 -1.237925098 0.1378456103 7.185088e-02
## [860,] 2.737685113 0.0184916365 0.293758065 -0.1995402410 -4.984736e-02
## [861,] 3.882801770 -1.2834566093 -0.550525296 -0.1665778687 -2.033866e-01
## [862,] -2.155503662 -0.9393334059 1.507059258 0.2001386362 -7.977326e-02
## [863,] 0.884724832 -1.2187409702 -1.188077790 -0.0258470085 1.222022e-01
## [864,] -0.652786245 2.1473360767 0.326661676 -0.0666758138 1.064489e-02
## [865,] 2.522405849 0.4638429397 0.591338138 -0.2263605746 -6.524003e-02
## [866,] 3.430659622 -1.3878598020 -0.620608681 -0.1253179339 -2.581287e-02
## [867,] 6.581184302 -1.3714253092 -0.457017820 -0.0410182529 -7.011548e-01
## [868,] -0.795440846 1.1074294697 -1.159815672 0.1790095059 4.685186e-02
## [869,] 2.959869739 -0.7320951853 -1.193850364 0.1691372325 1.682996e-02
## [870,] 0.001651026 1.4999650779 -0.116468844 0.0396050550 1.478251e-01
## [871,] 4.637884578 -1.0400734583 -1.431767729 0.3018311369 -3.061388e-01
## [872,] 1.151884499 0.3644192369 -0.444814380 -0.0335238105 4.708675e-02
## [873,] -1.198065694 -0.5103024977 0.321292173 -0.0625505198 9.596510e-02
## [874,] 0.665281891 -0.0299886254 0.210568883 -0.1752842795 1.189726e-01
## [875,] 0.705842816 -1.1344838225 -1.205773584 -0.0327077810 1.322402e-01
## [876,] 0.397096262 0.7072488556 -1.336343644 0.2817048595 9.345315e-02
## [877,] 2.149179698 0.8763308953 -0.135660001 0.1332882190 9.458626e-02
## [878,] 2.158994580 -0.3743275358 0.274431129 -0.2341173724 8.626186e-02
## [879,] 3.562259367 -0.6601107849 -0.951055122 0.1361731133 -9.816147e-02
## [880,] 0.253963537 1.7514262818 0.098087318 0.0536367387 1.047631e-01
## [881,] 6.043016652 -4.4631798598 2.732392233 -0.3752573870 -3.958143e-02
## [882,] 3.440207831 0.6667288929 0.551535767 -0.1254045333 -1.791975e-01
## [883,] 1.306786105 0.0128444377 0.178318126 -0.2019034908 6.067062e-02
## [884,] 4.060524502 -1.6715639312 -0.677635973 -0.1840141349 -2.025094e-01
## [885,] 1.337817949 -0.4003536850 -0.584494890 -0.0797344788 9.510209e-02
## [886,] -1.748576448 1.3934414850 0.443765369 -0.2026542951 -1.248194e-01
## [887,] 2.648973008 -1.7798932382 -0.432113384 -0.2304677890 1.852582e-02
## [888,] 0.676346417 0.6800443203 -0.722675649 0.1108499303 9.491179e-02
## [889,] -1.106787095 -0.5383171045 0.538959657 -0.0590133379 1.022187e-01
## [890,] 0.061387145 2.2033824097 1.050057001 -0.2312420834 5.225147e-02
## [891,] 0.315353248 0.9473289880 -0.401645239 0.0439176638 9.663179e-02
## [892,] 0.889175659 -1.2048764620 -0.538703325 -0.1711923468 5.891116e-02
## [893,] 3.631705071 1.5765735575 0.964421326 -0.0035674372 -1.965903e-01
## [894,] 4.911081171 -0.7927203130 -0.081677975 -0.1703730354 -3.981504e-01
## [895,] 1.770735545 0.9053032688 0.916394986 -0.2421238514 5.434146e-02
## [896,] -0.114564832 0.6942593928 0.129841786 -0.1877050250 -6.606064e-03
## [897,] 0.273425113 0.9534036730 0.696102083 -0.2166830160 1.077767e-01
## [898,] 0.682071808 -1.3074715904 0.091681470 -0.0667781298 2.627793e-01
## [899,] 0.648049242 0.9787039606 0.091362683 -0.0805587589 7.798299e-02
## [900,] 0.487283856 2.1069448641 -0.191834014 0.2657459066 6.281299e-02
## PC6 PC7
## [1,] -1.305046e-02 3.705580e-03
## [2,] -1.380135e-02 5.668952e-03
## [3,] 4.339440e-02 7.204504e-03
## [4,] -4.226070e-02 1.337909e-02
## [5,] 5.243930e-02 6.945311e-03
## [6,] -3.884966e-02 -8.369549e-03
## [7,] -5.880875e-02 -8.687680e-03
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## [705,] 1.286395e-01 2.219352e-02
## [706,] 2.948014e-02 -2.489849e-04
## [707,] -6.956263e-02 2.708259e-02
## [708,] -2.565878e-02 2.547830e-02
## [709,] -1.357372e-01 2.104259e-02
## [710,] 6.251822e-03 1.219508e-02
## [711,] 5.638677e-02 -1.278478e-03
## [712,] -8.109439e-02 -2.101472e-02
## [713,] -1.447281e-02 3.295913e-02
## [714,] -7.918340e-03 3.731028e-03
## [715,] 2.961471e-02 3.218527e-02
## [716,] 4.851881e-02 -2.101273e-02
## [717,] 1.855164e-02 7.357705e-02
## [718,] 3.506091e-03 -2.633325e-02
## [719,] -1.029876e-02 -2.045520e-02
## [720,] 3.463828e-03 2.325464e-02
## [721,] -2.239202e-02 1.841373e-03
## [722,] 3.474537e-02 -1.377700e-03
## [723,] -2.812682e-01 1.263966e-01
## [724,] 8.672381e-03 -8.097791e-03
## [725,] -2.064402e-03 -1.150854e-02
## [726,] 2.671491e-03 -2.547620e-03
## [727,] 3.954864e-02 7.630152e-03
## [728,] 8.032101e-02 1.274553e-02
## [729,] -2.507775e-02 -1.263229e-02
## [730,] -4.986430e-02 1.638712e-02
## [731,] 9.170066e-02 -1.435608e-02
## [732,] 3.274770e-02 -1.474583e-02
## [733,] 3.659066e-02 2.950001e-02
## [734,] 5.960393e-02 -8.681779e-03
## [735,] 1.095692e-01 -2.797532e-02
## [736,] -5.729967e-02 -4.294296e-02
## [737,] -4.313882e-02 3.562946e-02
## [738,] -7.259551e-02 1.314800e-02
## [739,] -7.153550e-02 1.056068e-02
## [740,] -2.441065e-02 1.695104e-02
## [741,] 5.771217e-02 6.179133e-02
## [742,] 2.446463e-01 3.779478e-02
## [743,] 4.714057e-02 -9.196170e-03
## [744,] -1.088493e-01 5.153497e-02
## [745,] -4.440084e-02 1.186197e-02
## [746,] 4.449615e-03 8.312817e-03
## [747,] -4.243526e-03 7.744641e-02
## [748,] 4.075126e-02 3.695564e-02
## [749,] -1.984158e-01 3.535986e-02
## [750,] 3.713606e-02 5.711827e-03
## [751,] 3.549151e-02 -6.570437e-03
## [752,] -1.289296e-01 1.130515e-02
## [753,] -1.137352e-01 2.025914e-02
## [754,] 4.124285e-02 -9.229765e-03
## [755,] 3.937588e-02 7.045272e-02
## [756,] 1.159499e-02 3.115347e-02
## [757,] -8.685208e-02 1.099086e-03
## [758,] 3.896112e-02 2.373827e-02
## [759,] 3.237689e-02 2.087389e-02
## [760,] 6.015344e-02 -1.305020e-02
## [761,] -4.397980e-02 -2.403448e-02
## [762,] -1.011934e-01 5.165338e-02
## [763,] 1.323873e-01 -1.885033e-02
## [764,] 6.430961e-02 -1.454949e-02
## [765,] -2.607682e-02 -5.347390e-03
## [766,] 1.005367e-01 3.695742e-03
## [767,] -4.470137e-02 5.852703e-03
## [768,] 1.375652e-01 3.253028e-03
## [769,] 1.190861e-01 2.671322e-02
## [770,] -8.978986e-03 -5.641175e-02
## [771,] 1.816010e-02 4.220082e-03
## [772,] -6.258494e-02 -2.570815e-02
## [773,] -5.396986e-02 4.906075e-02
## [774,] 4.787318e-02 -2.552286e-02
## [775,] 3.568032e-03 5.323513e-02
## [776,] -3.346345e-02 -2.265286e-04
## [777,] -7.656568e-02 1.979777e-02
## [778,] -6.438316e-02 -1.571558e-02
## [779,] 5.577156e-02 -1.554055e-02
## [780,] 1.393606e-01 -2.513502e-02
## [781,] 1.121318e-03 5.148801e-03
## [782,] 2.657844e-03 3.652092e-03
## [783,] -1.176236e-01 3.623990e-03
## [784,] 6.548454e-02 1.023698e-02
## [785,] 2.466069e-02 -1.680194e-04
## [786,] -4.338006e-02 -6.890602e-03
## [787,] -1.728036e-02 -5.061900e-02
## [788,] -2.690494e-02 3.952568e-02
## [789,] 1.990923e-02 -2.160192e-02
## [790,] 3.005213e-02 -1.675417e-02
## [791,] 4.471216e-02 -2.630589e-02
## [792,] -1.755383e-01 1.145642e-01
## [793,] 2.019965e-02 -2.317349e-03
## [794,] 1.063699e-01 1.171443e-04
## [795,] 6.311670e-02 1.955663e-03
## [796,] -6.543166e-02 6.311241e-02
## [797,] -3.426678e-02 8.252264e-03
## [798,] 1.051825e-01 -4.430520e-03
## [799,] 1.970071e-02 -1.172424e-02
## [800,] 6.737033e-02 -1.064610e-02
## [801,] 4.809930e-02 3.307476e-03
## [802,] -7.986163e-03 -2.635892e-02
## [803,] 1.576575e-01 2.726412e-02
## [804,] -1.020215e-02 1.941625e-02
## [805,] -9.651102e-02 -1.597795e-02
## [806,] 4.343756e-04 2.068337e-02
## [807,] 5.516082e-02 -1.824430e-03
## [808,] 9.961128e-02 -3.261488e-02
## [809,] -3.192755e-02 6.886220e-03
## [810,] 8.141159e-02 5.067961e-03
## [811,] 9.546383e-02 1.592364e-04
## [812,] 4.313579e-02 -3.455903e-03
## [813,] -1.084878e-01 3.304516e-02
## [814,] -1.143612e-01 1.716316e-01
## [815,] 6.268427e-02 1.935069e-02
## [816,] 2.142153e-02 4.034327e-03
## [817,] -7.815425e-03 -7.498974e-03
## [818,] 5.888460e-02 -2.853177e-02
## [819,] 7.791765e-02 -1.284189e-02
## [820,] 9.548269e-02 1.056180e-03
## [821,] 1.643055e-02 -2.587070e-02
## [822,] -1.172075e-02 -2.998828e-03
## [823,] 2.363327e-02 -2.803703e-02
## [824,] 7.330515e-02 -1.309454e-02
## [825,] 6.825894e-02 -2.062825e-02
## [826,] -5.904078e-04 -1.117751e-02
## [827,] -7.658369e-02 -1.425617e-02
## [828,] -1.748343e-01 4.921421e-02
## [829,] 5.239943e-02 -6.120585e-02
## [830,] 3.214591e-01 2.142661e-02
## [831,] -2.193051e-02 1.739138e-02
## [832,] 8.539076e-03 3.203065e-02
## [833,] -1.110390e-01 2.764215e-02
## [834,] -9.737641e-02 5.220848e-02
## [835,] 8.081687e-02 4.678849e-03
## [836,] 2.432271e-02 -5.781843e-02
## [837,] -1.502309e-01 -2.022393e-01
## [838,] 2.138322e-02 7.877078e-03
## [839,] 7.716765e-03 -2.833475e-03
## [840,] 7.058828e-03 1.924645e-02
## [841,] -7.142741e-02 -8.640672e-03
## [842,] -1.818801e-02 9.577890e-04
## [843,] -2.926262e-02 2.378444e-02
## [844,] 1.592793e-02 -5.067173e-03
## [845,] -2.710470e-02 -2.356837e-02
## [846,] -3.225483e-03 1.638789e-02
## [847,] 1.745269e-03 -4.190428e-03
## [848,] -8.141460e-02 5.694830e-03
## [849,] 7.986435e-02 -3.926912e-02
## [850,] -3.065271e-02 1.060868e-02
## [851,] 9.708760e-02 2.768035e-02
## [852,] 2.104223e-02 -9.266862e-03
## [853,] 9.859005e-02 -3.636528e-02
## [854,] 1.130766e-01 -7.271989e-03
## [855,] 4.331771e-02 2.479874e-02
## [856,] -1.791880e-01 9.367800e-02
## [857,] -4.442323e-02 -5.894733e-02
## [858,] 1.294861e-01 -5.699101e-02
## [859,] -1.474213e-02 3.149948e-02
## [860,] 1.568753e-02 -6.980523e-03
## [861,] 3.103008e-02 -1.729265e-02
## [862,] 8.508605e-03 4.034058e-03
## [863,] 2.522413e-02 -2.164638e-02
## [864,] 1.746801e-02 2.576587e-02
## [865,] 3.165699e-02 3.640472e-03
## [866,] -4.199588e-02 -3.020097e-02
## [867,] -5.273291e-02 -2.552254e-02
## [868,] 1.420537e-02 -7.545456e-03
## [869,] -1.403383e-02 5.486998e-03
## [870,] 6.502456e-03 1.130588e-02
## [871,] 8.276756e-02 2.533451e-03
## [872,] 9.373760e-02 -2.035020e-02
## [873,] 1.384891e-02 -1.382062e-02
## [874,] -1.933270e-02 1.153394e-03
## [875,] 6.706319e-02 -2.076472e-02
## [876,] 1.165551e-01 3.031213e-03
## [877,] -1.383578e-02 3.443462e-02
## [878,] 1.837433e-03 -1.038645e-02
## [879,] -4.603564e-03 -4.338734e-03
## [880,] -2.711265e-02 4.648929e-02
## [881,] -5.262523e-01 1.512606e-01
## [882,] 6.375175e-02 1.255651e-02
## [883,] 3.184801e-02 4.546997e-03
## [884,] 5.497698e-03 -2.479876e-02
## [885,] 5.143369e-02 -9.273714e-03
## [886,] 1.272476e-02 -1.716001e-02
## [887,] 1.060460e-02 -1.108031e-02
## [888,] 3.087513e-02 2.089146e-02
## [889,] -3.524373e-03 -5.282750e-04
## [890,] 1.268563e-01 -1.305119e-02
## [891,] -1.732168e-02 -3.020221e-02
## [892,] 9.085359e-02 -3.683444e-02
## [893,] 1.111904e-01 8.259220e-03
## [894,] 2.988492e-02 -7.981250e-03
## [895,] -1.337580e-03 2.720058e-02
## [896,] 7.115515e-02 -2.814073e-02
## [897,] 8.602402e-03 2.173864e-02
## [898,] -1.359210e-01 2.011615e-02
## [899,] 2.162210e-02 9.266122e-03
## [900,] 7.395351e-02 5.041511e-02
# Identifying the scores by their salary status
raisintyp_pca <- cbind(data.frame(Class),raisin_data_pca$x)
raisintyp_pca
## Class PC1 PC2 PC3 PC4 PC5
## 1 Kecimen 0.076951073 -0.4530761696 -1.088608919 0.0267738442 1.413079e-01
## 2 Kecimen -0.475111731 0.4451208721 0.016363399 -0.1158801649 1.219277e-01
## 3 Kecimen 0.371902131 0.8015624549 0.786050032 -0.2648153561 6.215554e-02
## 4 Kecimen -2.620987667 -0.3023954931 0.482452785 0.0995414716 -1.152667e-01
## 5 Kecimen -0.961519225 -2.9661137960 0.451903015 0.2997163137 1.756736e-01
## 6 Kecimen -2.171955504 0.9238981739 0.344990538 -0.1293424034 -1.391647e-01
## 7 Kecimen -2.550059292 1.3398920897 -0.198602050 -0.1124216709 -2.239044e-01
## 8 Kecimen -1.751482293 -0.9208544036 -0.150325574 0.0243266245 -9.929269e-03
## 9 Kecimen -2.462199822 1.1344298836 -0.817618388 -0.0162719723 -1.404041e-01
## 10 Kecimen -1.259785008 0.6811445705 0.337074197 -0.2024068876 -5.473558e-02
## 11 Kecimen -0.049752921 1.0449823957 -0.298573995 -0.0086470271 7.980028e-02
## 12 Kecimen -2.601221747 0.5899027281 -0.295981802 -0.0532206129 -1.865266e-01
## 13 Kecimen -2.825803420 -0.1532417395 0.576788726 0.0896005571 -2.082087e-01
## 14 Kecimen -1.216069894 -3.0822756312 1.110065860 0.4123305612 1.079293e-01
## 15 Kecimen -0.673474424 0.2173180209 0.329314081 -0.1593275844 7.297542e-02
## 16 Kecimen -3.254523251 0.8085535625 -0.043091917 0.0101416350 -2.839253e-01
## 17 Kecimen -1.133177688 0.2401498192 -1.572105785 0.1243581741 5.692535e-02
## 18 Kecimen -1.351924347 -0.0324006951 0.228626676 -0.1216806275 -1.330176e-02
## 19 Kecimen -2.621030511 0.5189947014 -0.654109346 -0.0279622835 -1.845189e-01
## 20 Kecimen -0.782144951 0.4937635556 -1.112422891 0.0458712198 2.846131e-02
## 21 Kecimen -1.162284438 -0.9756544947 0.097936977 0.0118502985 1.021784e-01
## 22 Kecimen -1.846454972 -0.3332826213 -0.173382137 -0.0127100852 -3.003437e-02
## 23 Kecimen -0.346411038 -0.2555417924 0.566728254 -0.2100455589 6.492543e-02
## 24 Kecimen -2.016633539 -1.9334004289 3.426842132 0.5881453868 -3.352888e-02
## 25 Kecimen 0.430993843 -0.1862007999 -0.014487759 -0.2197324822 1.745424e-02
## 26 Kecimen -0.851444536 -0.9835876935 0.275924460 -0.0558765160 8.748798e-02
## 27 Kecimen -1.314929693 -2.5326225525 0.427520953 0.2491783999 9.140713e-02
## 28 Kecimen -1.619503926 -0.1808847514 0.305090221 -0.0543366581 -4.366843e-03
## 29 Kecimen -0.978501671 -2.9082880109 1.295878288 0.3260558461 9.353194e-02
## 30 Kecimen -1.496620396 -0.2727719965 -0.768401597 0.0021889381 8.603834e-02
## 31 Kecimen 0.038075289 -0.7132900066 -0.697456869 -0.0729069311 1.285588e-01
## 32 Kecimen -2.604173867 0.9469951960 -0.625715193 -0.0329125262 -1.799161e-01
## 33 Kecimen -0.854013766 -1.0658342721 0.442415598 -0.0181695488 1.247972e-01
## 34 Kecimen -1.547431582 -0.4742490370 -0.652725291 0.0058895187 4.038283e-02
## 35 Kecimen -3.211492675 -2.4916076397 3.047945382 1.0629474407 -2.265876e-01
## 36 Kecimen -3.347158755 -2.0349465718 1.087361663 0.6897476487 -1.983029e-01
## 37 Kecimen -2.089654688 -0.8684962570 0.877191937 0.1487948495 -2.451338e-02
## 38 Kecimen -1.579927185 2.1141975305 0.413203973 -0.1630025427 -1.039260e-01
## 39 Kecimen -0.512154997 -0.0981361703 -0.439924654 -0.0839061526 9.561678e-02
## 40 Kecimen -2.614974529 -1.6009880228 -0.009435182 0.2971333940 -7.980822e-02
## 41 Kecimen 0.111802328 -2.1379917626 0.589326739 0.0034939937 2.042304e-01
## 42 Kecimen -1.020892584 -0.6381515179 0.245608393 -0.0771054954 7.456047e-02
## 43 Kecimen -0.706472589 -0.9462724051 0.086936043 -0.0335921870 1.405444e-01
## 44 Kecimen -0.394206396 -3.1686575400 1.701636096 0.2843600801 1.162792e-01
## 45 Kecimen -0.235643804 1.5801010773 0.291119194 -0.1206992478 1.004006e-02
## 46 Kecimen -1.635471292 0.3896727296 1.153514690 -0.0876888576 5.433820e-02
## 47 Kecimen -1.048339792 -0.2886420094 -0.372945704 -0.0823370256 4.463905e-02
## 48 Kecimen -3.222712077 -2.3405742772 -0.726903564 0.5616276357 -8.355993e-02
## 49 Kecimen -2.317235687 0.5551763399 -1.174243744 0.0342718106 -8.041228e-02
## 50 Kecimen -2.108823108 0.1400119417 0.644267036 -0.0433954816 -7.760296e-02
## 51 Kecimen -2.377909865 1.3624324507 0.013001608 -0.1403435560 -1.964782e-01
## 52 Kecimen 1.570878740 0.2131916335 0.107811214 -0.1744142499 1.199249e-02
## 53 Kecimen -0.943803219 1.9173903128 0.396560856 -0.1820048600 -9.070034e-02
## 54 Kecimen -2.146490398 1.8934738001 0.081643423 -0.1136679550 -1.488221e-01
## 55 Kecimen 1.267601054 -0.2617513658 0.343587281 -0.2672562593 5.037740e-02
## 56 Kecimen -2.340718220 0.5909221781 0.429356512 -0.0897581493 -1.322449e-01
## 57 Kecimen -1.934303232 -0.7524082521 1.005190787 0.1192166470 1.433970e-02
## 58 Kecimen -1.902479633 0.5092018274 -0.125742031 -0.0547025878 -2.237302e-02
## 59 Kecimen -1.423446640 -2.1584724173 1.434499897 0.3356638381 1.380101e-01
## 60 Kecimen -3.986276986 1.0119067959 -0.107018603 -0.0023388646 -5.394337e-01
## 61 Kecimen -1.290636670 -0.3625241629 0.599253533 -0.0814645556 1.927141e-02
## 62 Kecimen -2.314909680 0.3424565441 -0.228621419 -0.0333594133 -1.057106e-01
## 63 Kecimen -0.146297984 1.4801533681 0.116125451 -0.0774265943 3.191584e-02
## 64 Kecimen -1.370539922 -0.0498307689 1.078805235 -0.1136714394 1.351538e-02
## 65 Kecimen -1.359669881 1.1532863911 -0.103142656 -0.1154928662 -4.411369e-02
## 66 Kecimen -1.567744113 0.1975115440 -0.012759151 -0.0600824457 2.883971e-02
## 67 Kecimen -1.915144941 0.6629702898 0.155064617 -0.1225957133 -9.928690e-02
## 68 Kecimen 0.236979655 0.7369856768 0.408305482 -0.2252211394 2.728176e-02
## 69 Kecimen -2.149989379 -0.4300022638 -0.768844405 0.0649381373 4.144099e-03
## 70 Kecimen -0.836854991 -0.0159173066 -0.408462476 -0.0578862663 8.306064e-02
## 71 Kecimen 0.633889501 0.1263727460 0.444696889 -0.2115354005 1.748963e-01
## 72 Kecimen -1.179993109 1.1024068771 -0.314535909 -0.0146440598 9.255627e-02
## 73 Kecimen -0.867076210 0.0695460192 0.059013798 -0.0755375159 1.626158e-01
## 74 Kecimen -1.030784979 -0.0785943812 -0.191746753 -0.0651113156 9.071813e-02
## 75 Kecimen -2.156728723 -0.2020514368 0.438527359 0.0047340986 -7.313518e-02
## 76 Kecimen -2.270459100 -0.1613224525 -0.227775198 0.0094788030 -8.403732e-02
## 77 Kecimen -0.696459099 -0.5818985677 -0.585349591 -0.0436384729 1.135901e-01
## 78 Kecimen -2.718777998 0.0775455946 -0.520110496 0.0307671733 -1.438037e-01
## 79 Kecimen -0.510139531 -0.1820300082 -1.298697587 0.0348457651 8.497374e-02
## 80 Kecimen -2.352779351 -0.2441492279 -1.470638894 0.0805998854 -5.627480e-02
## 81 Kecimen -2.061764861 0.5558171842 -0.185760840 -0.0797913154 -8.373430e-02
## 82 Kecimen -1.848978113 0.0830441492 -0.054074548 -0.0090226340 5.329194e-02
## 83 Kecimen -1.512617910 0.7207075815 0.446544211 -0.1171739597 2.436995e-04
## 84 Kecimen 0.056842355 -2.8109102870 1.532990519 0.0969136719 1.197527e-01
## 85 Kecimen -0.523557410 -0.0897521450 -0.001702135 -0.1280440540 8.793056e-02
## 86 Kecimen 6.992432162 3.5734723933 2.641388605 0.9528560286 1.914333e-01
## 87 Kecimen -0.831230810 0.7591580526 0.326822308 -0.2212028365 -3.600547e-02
## 88 Kecimen -3.089613309 0.0337903947 0.245832805 0.0642182972 -2.775486e-01
## 89 Kecimen -3.190561413 0.4059032447 -0.322088139 0.0371468251 -2.557782e-01
## 90 Kecimen -2.363813878 -0.0842494088 0.277512163 0.0154701194 -1.005348e-01
## 91 Kecimen -2.116812568 -0.6331195143 -0.443124197 0.0428174094 -4.453069e-02
## 92 Kecimen -1.853091400 -0.0009161954 0.484789187 -0.0553121735 -3.669161e-02
## 93 Kecimen -0.095751315 -0.0367267928 -0.057501929 -0.1637181205 7.585186e-02
## 94 Kecimen -1.299744573 -0.7901503818 -0.647266517 -0.0175880569 4.230961e-02
## 95 Kecimen -1.948826245 0.2079321885 -0.418087070 -0.0024432811 2.466919e-03
## 96 Kecimen -3.100285187 -0.3307275354 -0.425103108 0.1371520394 -2.059406e-01
## 97 Kecimen -0.903311887 -2.3562064699 0.204331925 0.1156150674 9.504738e-02
## 98 Kecimen -1.821880071 -0.6973253413 0.095880407 -0.0082909940 -2.839962e-02
## 99 Kecimen -2.347673351 0.4669894792 0.293687118 -0.0671265444 -1.454189e-01
## 100 Kecimen -1.201047226 -2.0309684491 1.140641209 0.1455543868 3.261484e-02
## 101 Kecimen -0.329914438 -0.4656107713 -1.150637056 0.0002293847 9.220138e-02
## 102 Kecimen -1.501379133 0.7328956496 -0.940104949 0.0151921977 -2.164884e-04
## 103 Kecimen -2.041654194 -1.0946567891 0.892611955 0.1314147719 -4.384265e-02
## 104 Kecimen -1.723281459 0.1095242801 -1.085507101 0.0639702403 7.356778e-02
## 105 Kecimen -1.593952578 0.0531915208 -0.191163586 -0.0582407125 1.190871e-02
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## 108 Kecimen -1.224007758 -0.9710965139 1.020381609 0.0257367863 9.754296e-02
## 109 Kecimen -0.377141572 -1.0330672395 -0.204972211 -0.0811517877 1.364604e-01
## 110 Kecimen -1.605318440 -1.7482827910 0.077448135 0.1619329955 7.135504e-02
## 111 Kecimen -0.256336228 -0.3753077357 0.404845505 -0.0671086385 2.222567e-01
## 112 Kecimen -2.389222471 0.5996372400 -1.206339108 0.0791952726 -6.023991e-02
## 113 Kecimen -2.108166266 0.4033576074 -0.361228297 -0.0773552881 -1.140116e-01
## 114 Kecimen -2.678658633 -2.6608036042 -0.768719895 0.4844726065 1.321387e-03
## 115 Kecimen 0.552722675 -0.2564576073 -0.057593667 -0.1124047610 2.134975e-01
## 116 Kecimen -0.176592819 -0.2871474950 -0.101115907 -0.1266324398 1.130288e-01
## 117 Kecimen -0.333769336 -0.4905770555 -0.773011786 0.0144908162 1.938107e-01
## 118 Kecimen -0.206259394 -2.0028469757 0.237328981 -0.0198326760 1.388486e-01
## 119 Kecimen -1.361059915 0.3352450325 0.016616062 -0.0685754367 4.962439e-02
## 120 Kecimen -0.733896291 -1.5011005426 0.520338899 -0.0083001724 9.902004e-02
## 121 Kecimen -1.097451810 -0.5975505939 0.591225595 -0.0388440408 1.171241e-01
## 122 Kecimen -2.023437179 0.2707279522 0.290887020 -0.0464583361 -2.138080e-02
## 123 Kecimen -2.525602712 -1.3758930519 0.511603279 0.2681012039 -9.761315e-02
## 124 Kecimen -1.711830793 0.0406809165 0.377133156 -0.0334602254 8.709673e-02
## 125 Kecimen 0.315952501 -1.5390523859 0.568121437 -0.0979934388 2.128554e-01
## 126 Kecimen -1.755598580 1.3169074543 0.018571504 -0.1446282115 -1.140696e-01
## 127 Kecimen -1.551396299 -2.7442430592 1.132774481 0.3994565151 4.613920e-02
## 128 Kecimen -2.331000745 -1.9591506148 0.983265932 0.4082097521 -4.454290e-02
## 129 Kecimen -2.458144477 -0.2364332300 -0.137664821 0.0572306354 -7.763318e-02
## 130 Kecimen 0.306234585 1.2384792362 -0.115421225 -0.0512940687 -6.829184e-03
## 131 Kecimen -1.042227385 -1.8988235297 0.120640059 0.1045778940 1.385565e-01
## 132 Kecimen -1.149787696 -0.9285593859 -0.262700393 -0.0463770803 3.566851e-02
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## 135 Kecimen -1.914204486 0.5718143921 -0.239202229 -0.0707542982 -6.133820e-02
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## 137 Kecimen 0.589172409 0.3345835289 0.335339361 -0.2424306758 1.743587e-02
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## 139 Kecimen -1.719836213 0.8043912724 -0.869755777 0.0298966911 -7.989551e-03
## 140 Kecimen 1.026181860 -1.3575262134 -0.221958731 -0.2132262302 7.020403e-02
## 141 Kecimen -2.655737258 -1.3464567445 0.751031783 0.3115195635 -1.174568e-01
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## 150 Kecimen -1.442955521 -1.3872380583 -0.148856424 0.0830279236 8.393661e-02
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## 154 Kecimen -0.777281252 -1.3116542856 1.015826907 -0.0270781851 7.944315e-02
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## 157 Kecimen -3.406993167 -3.3544583128 2.388849553 1.2310166780 -2.393576e-01
## 158 Kecimen -1.722737790 -0.1520963277 -0.699026345 0.0024925757 8.421865e-03
## 159 Kecimen -3.173189371 -0.3904562096 1.561086029 0.3136864455 -2.566778e-01
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## 164 Kecimen 0.487589033 0.1986259785 -0.484083697 -0.0146368968 1.744949e-01
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## 167 Kecimen -2.035451907 -0.0893446492 -0.491017857 0.0349224809 2.475071e-02
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## 169 Kecimen 0.279979279 -0.1859141743 0.005845496 -0.1853589392 6.709053e-02
## 170 Kecimen -2.517390806 0.6018934467 0.250988285 -0.0449710942 -1.490908e-01
## 171 Kecimen -0.136237921 0.0081480624 0.311702998 -0.1696476493 1.141964e-01
## 172 Kecimen -1.484309140 1.0199822553 0.540171424 -0.1575523897 -3.107927e-02
## 173 Kecimen -1.658818385 -0.0359019336 -0.240848634 -0.0646374881 -1.364476e-03
## 174 Kecimen -0.809720511 0.3319578973 -1.200559758 0.1090295345 1.508850e-01
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## 177 Kecimen -0.393335296 -2.1228716617 0.014649992 0.0669663957 2.230992e-01
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## 179 Kecimen -3.284456631 -1.2566138076 1.247438261 0.4830143944 -2.240282e-01
## 180 Kecimen -2.414194019 -0.3548500652 -0.529308504 0.0416030211 -1.042561e-01
## 181 Kecimen 0.128578267 0.1163749334 -0.361088265 -0.0983164336 7.735107e-02
## 182 Kecimen -1.107706562 -0.2896177815 -0.608449129 -0.0335544366 5.564585e-02
## 183 Kecimen -1.650786153 -1.4530348331 -0.002455031 0.0919065539 3.261674e-02
## 184 Kecimen -2.336531839 1.5285670977 -0.676134807 -0.0263201063 -1.573306e-01
## 185 Kecimen -0.587128274 -0.9108615233 0.536070251 -0.1649144876 1.187559e-02
## 186 Kecimen -2.637411334 0.5070310789 -0.195433188 -0.0385985514 -1.928526e-01
## 187 Kecimen -3.202836214 -0.5496345826 -2.114707658 0.1856413371 -1.722888e-01
## 188 Kecimen -1.982391240 -0.7603359694 0.508035137 0.0391106314 -6.294236e-02
## 189 Kecimen -1.090853942 -0.2044690451 -0.292365527 -0.0920521848 2.783580e-02
## 190 Kecimen -0.423709957 -0.2954049511 -1.071657583 -0.0070925291 8.558094e-02
## 191 Kecimen -0.616856756 -0.6769907213 -0.838999579 -0.0723413361 5.112086e-02
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## 193 Kecimen -3.842691203 -3.1384493104 0.872866506 1.0784510821 -2.703805e-01
## 194 Kecimen -0.290461962 0.2096771296 -1.154032542 0.0490640620 5.893153e-02
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## 206 Kecimen -0.846252110 -0.6727814590 -0.250561202 -0.0955153646 5.041781e-02
## 207 Kecimen -3.031314388 0.4090278820 -0.083252317 0.0004152954 -2.652588e-01
## 208 Kecimen -1.559085384 -0.2998084224 0.233994929 -0.0391286365 2.257625e-02
## 209 Kecimen -3.210564526 -0.9328988457 0.260307528 0.2909095590 -2.124707e-01
## 210 Kecimen -2.491885786 -1.1534962374 -0.781130055 0.1403854729 -8.786185e-02
## 211 Kecimen -2.385676918 0.0555849535 1.165555270 0.0137378871 -1.215280e-01
## 212 Kecimen -2.069926372 2.2266225439 0.258260027 -0.1691796342 -1.937404e-01
## 213 Kecimen -1.657370446 0.0828492780 -1.711830543 0.1046016287 -4.043517e-03
## 214 Kecimen -1.651834612 0.2173404204 -0.208826344 -0.0885245668 -3.953435e-02
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## 222 Kecimen -1.103044479 0.6749652762 0.210487281 -0.1129298933 6.336948e-02
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## 224 Kecimen 0.368780428 -0.0408188480 0.298067781 -0.2224895143 8.343853e-02
## 225 Kecimen -0.297826943 0.1146043627 0.814026108 -0.2438221107 2.977143e-02
## 226 Kecimen -0.392396122 -0.1238642759 -0.097642372 -0.1386161259 1.044939e-01
## 227 Kecimen 0.329432155 0.7189544358 0.398373227 -0.1817413379 1.112416e-01
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## 229 Kecimen -1.118785640 -2.5372252263 1.393877388 0.3262063491 1.327815e-01
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## 233 Kecimen 0.038028151 0.5308100625 -0.192407343 -0.1027514631 7.859572e-02
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## 271 Kecimen -2.259969634 -1.5551250112 0.302325737 0.2515510064 -3.308046e-02
## 272 Kecimen 0.154783743 1.4844895753 0.584450498 -0.2013229561 4.031335e-02
## 273 Kecimen 0.249513464 -0.1663535619 -1.200571233 0.0336232479 8.208435e-02
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## 472 Besni 1.546117199 -1.3471086477 0.445875108 -0.2926813318 6.034043e-02
## 473 Besni 1.193398958 -0.1883832299 -0.150882754 -0.1458662729 7.956989e-02
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## 475 Besni 0.029480522 0.9641809454 0.181392209 -0.1469482522 5.111774e-02
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## 486 Besni 0.030682756 0.0020957536 -0.607281558 -0.0296952544 1.241363e-01
## 487 Besni 1.055977703 -0.7905054456 -0.137428550 -0.1360835211 1.666857e-01
## 488 Besni 9.528914641 2.6149479638 2.099985492 1.6056311374 5.796232e-01
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## 500 Besni 0.958116014 0.9897804165 0.530462864 -0.1790117880 4.437420e-02
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## 502 Besni 4.101046423 -0.6878901167 -1.147796478 0.2688850042 -1.282866e-01
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## 506 Besni 1.295056127 2.1430648499 1.144458058 -0.1642486147 -1.152635e-02
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## 515 Besni 3.920349884 -0.9879734379 0.036221558 -0.2830864410 -1.761371e-01
## 516 Besni 4.886684408 -1.8672397564 0.042152511 -0.3430260830 -2.434826e-01
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## 518 Besni 0.682630818 0.2244012221 -0.148983816 -0.1285456613 8.415508e-02
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## 520 Besni 0.061501432 -0.1922693206 -0.742996114 -0.0383980142 1.173586e-01
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## 532 Besni 1.440752796 1.4369226565 -0.558963760 0.3675207157 8.733704e-02
## 533 Besni 0.142737992 1.2915698132 0.573974716 -0.1399978744 1.589188e-01
## 534 Besni 2.494352323 -0.7725768727 -0.073707419 -0.1398256127 1.425334e-01
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## 539 Besni 3.358348237 0.4646337361 0.605435366 -0.1199267632 1.174934e-02
## 540 Besni 1.195322678 2.9149679655 0.996333694 0.1081377139 5.977178e-03
## 541 Besni 4.404762174 -0.6127407862 -2.148501872 0.8862237698 -1.544376e-01
## 542 Besni 5.332198719 0.0142728380 1.234560106 -0.3843743568 -4.278385e-01
## 543 Besni 2.968228006 -0.4016655793 -0.727858832 0.0908081950 1.543828e-02
## 544 Besni 1.548147249 -1.7495511925 -0.694663615 -0.0989136378 1.753165e-01
## 545 Besni 1.064352790 0.2118198761 1.038703628 -0.2530054078 1.802336e-01
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## 547 Besni 0.122790183 -0.9089749218 1.555507596 -0.1026142775 2.932492e-01
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## 549 Besni 2.483197335 1.6542371729 -0.148248554 0.4360988733 1.927645e-02
## 550 Besni 0.651766691 0.4668670546 -0.972163273 0.1301305789 9.207215e-02
## 551 Besni 0.295553846 0.0434264370 0.363898581 -0.1434271693 1.835790e-01
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## 560 Besni 2.686060806 -0.9957573340 0.799730744 -0.3766789673 5.707003e-02
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## 563 Besni 0.433774555 2.1333989930 -0.160999785 0.2270324441 2.194196e-02
## 564 Besni 1.756340102 -0.1582375732 0.594869455 -0.2424425602 1.174310e-01
## 565 Besni 1.329189824 1.1540855548 0.123542346 0.0383046110 1.530244e-01
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## 567 Besni 1.654308480 0.2762183504 -1.015236285 0.2200169965 7.820121e-02
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## 570 Besni 0.710746219 1.1266464275 -0.372677739 0.1180477479 1.519957e-01
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## 573 Besni 0.455731394 -0.1502553011 -0.323200858 -0.1064734212 1.336904e-01
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## 577 Besni 1.433973968 0.3783613300 -0.416334117 0.0555849020 1.509522e-01
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## 590 Besni 1.363216592 0.0274794232 -0.958507505 0.1583484254 2.196503e-01
## 591 Besni 4.348218637 -2.0609206769 0.511035449 -0.4321084118 -1.106386e-01
## 592 Besni 1.155994695 -0.6765662646 -0.521329891 -0.1206824178 9.531953e-02
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## 596 Besni 0.072253015 0.9306371547 -1.195296475 0.2878087563 1.426326e-01
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## 598 Besni 1.147889100 -0.8730408669 -0.463399022 -0.1390853638 9.519479e-02
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## 600 Besni 3.606028275 1.0038165053 1.435417451 -0.3395447163 -1.782190e-01
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## 602 Besni 2.304640400 -0.4366503075 1.497183057 -0.4060924153 8.918993e-02
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## 605 Besni 0.902385628 0.3433774147 1.146484947 -0.3408540254 6.581530e-02
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## 611 Besni -0.144387983 -0.3611237412 0.226948488 -0.1944539526 6.923978e-02
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## 614 Besni 1.567827083 -0.9916419030 0.131815449 -0.2040927196 1.441440e-01
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## 616 Besni 0.991783563 -1.3513381849 -0.501118427 -0.1276126710 1.519954e-01
## 617 Besni 5.138040616 -2.6243973092 0.135858100 -0.4856358352 -3.405921e-01
## 618 Besni 2.147660072 -0.9512965852 0.156823094 -0.2858502305 2.088230e-02
## 619 Besni 1.120805097 -0.3899212876 -1.028189385 0.0310752741 1.140158e-01
## 620 Besni 1.521612153 0.7783736352 -0.539617116 0.1463745830 5.364772e-02
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## 622 Besni 3.153318494 1.3405106170 0.280033283 0.2304915089 1.630423e-02
## 623 Besni 5.289696783 -1.7878057306 -1.136549682 0.0739892715 -2.954568e-01
## 624 Besni 3.055623938 0.7000696593 -0.977307876 0.5496610118 -4.368876e-02
## 625 Besni -0.343277972 1.5310416378 -0.034648674 0.0406796741 1.633907e-01
## 626 Besni 0.793480653 0.5125135239 -0.199844685 -0.0630400395 1.107434e-01
## 627 Besni 1.321791166 0.7722701528 -1.143726494 0.4184618109 1.562089e-01
## 628 Besni 0.884110720 -1.0025828189 -1.201485136 -0.0083490853 1.200076e-01
## 629 Besni 1.004261359 -0.6834902405 -0.246340752 -0.1162386142 1.621080e-01
## 630 Besni 0.120848417 0.6411285622 -0.222443065 0.0118166384 1.959227e-01
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## 632 Besni 0.593727853 1.1309331543 -0.361253723 0.0929492277 9.840475e-02
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## 639 Besni 0.904113708 0.3064117322 0.017612692 -0.1574823019 5.366869e-02
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## 645 Besni 1.688998321 -1.5872675477 -0.244512852 -0.1929264194 1.386601e-01
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## 653 Besni 0.832375817 0.6439493492 -0.150140553 -0.0869332030 4.767236e-02
## 654 Besni 0.854790328 0.5212287753 -0.749519933 0.0898369311 1.055051e-01
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## 665 Besni 1.449716631 1.0071723131 -0.663638532 0.3000528921 1.362942e-01
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## 670 Besni 0.479439818 -1.0278572448 0.689194549 -0.1624130749 1.884913e-01
## 671 Besni 3.856140669 -0.2519547796 -1.105632912 0.3822533008 -6.771098e-02
## 672 Besni 5.108712440 -0.0803569564 -0.284848873 0.2490975660 -2.617954e-01
## 673 Besni 0.849808786 0.9500705587 -0.298360512 0.0550862733 1.116930e-01
## 674 Besni 1.061008982 1.5041747239 0.712088240 -0.1344154665 6.473736e-02
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## 676 Besni 1.536022202 0.5940531842 0.069940763 -0.0712391133 8.497506e-02
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## 679 Besni 4.704683346 -1.4910644922 0.078608050 -0.3070289513 -2.385283e-01
## 680 Besni 2.450427510 -0.1849814521 -1.273021097 0.3163536819 8.963521e-02
## 681 Besni -0.724045011 -0.9465020128 -0.301320350 -0.0455956264 1.212635e-01
## 682 Besni 3.851248702 -0.0919535292 -0.875594851 0.3018542747 -1.664598e-01
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## 688 Besni 2.642560857 0.8422719376 -0.660135370 0.4019454259 3.000604e-02
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## 690 Besni 0.319046249 1.1621352910 0.308710905 -0.1439035008 2.486342e-02
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## 692 Besni 3.096727796 1.5366303855 1.215285281 -0.2239073474 -2.190344e-01
## 693 Besni 2.575253037 -0.2384659494 0.833622470 -0.2278950093 3.824370e-01
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## 695 Besni 6.988994213 2.6880341790 2.359524618 0.7234914291 6.401317e-01
## 696 Besni 0.327391347 1.6139759709 0.813219463 -0.2169206660 2.953831e-02
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## 698 Besni 0.012155373 -1.5868446689 0.826242363 -0.1145119784 1.032403e-01
## 699 Besni 0.391957398 -0.1986337630 -0.310586315 -0.1456748415 7.128679e-02
## 700 Besni 2.358339250 0.7759228965 -0.402602519 0.2143693792 5.768251e-02
## 701 Besni 1.933449995 -0.1736410259 -1.167485855 0.2275539214 1.586063e-01
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## 703 Besni 3.582571526 0.1316637005 -0.845033233 0.3825484419 1.264377e-02
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## 710 Besni 1.219774303 -0.2009822360 -0.008127337 -0.1623433390 1.126652e-01
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## 712 Besni 5.449905342 -2.2910306160 -0.316814389 -0.3513912691 -4.252050e-01
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## 714 Besni 1.118102625 -0.1517616989 -0.720239984 0.0106929261 1.330932e-01
## 715 Besni 0.420564221 2.1688442467 0.906896157 -0.1286017236 6.453208e-02
## 716 Besni 0.592260830 -0.6424000645 -1.424453346 0.0654174742 1.090592e-01
## 717 Besni 1.259150920 2.1682161316 0.110938253 0.3212620791 1.446489e-01
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## 719 Besni 0.043121588 0.1905310894 -0.934356550 0.0519816508 1.192899e-01
## 720 Besni 1.476170269 0.3950396202 -0.221041133 -0.0277606274 8.184623e-02
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## 722 Besni 0.532049460 0.7002460258 -0.675903760 0.0795471848 7.901314e-02
## 723 Besni 2.325745254 -0.4670188240 2.144535376 -0.2960262983 3.423055e-01
## 724 Besni 0.652288046 -1.1846991047 -0.276007289 -0.1348261920 1.391903e-01
## 725 Besni 0.586943861 -0.1785084635 0.012562477 -0.1580332584 1.188311e-01
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## 727 Besni 0.116346884 0.1727023130 -0.181331064 -0.1192693823 1.349575e-01
## 728 Besni 1.705126160 0.8687617022 -0.336892218 0.1088799508 3.003688e-02
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## 731 Besni 0.385543883 1.4629488549 0.513205674 -0.1834791287 -2.508803e-02
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## 733 Besni 1.180639981 2.3529469850 0.907215469 -0.0114620585 2.671027e-02
## 734 Besni 0.979132814 -0.3460007802 -0.836515003 -0.0322825237 7.618889e-02
## 735 Besni 0.706941544 0.1478094974 0.212158014 -0.2467428901 7.104955e-03
## 736 Besni 2.117242011 0.0273790264 1.207241859 -0.3509411340 1.087459e-01
## 737 Besni 1.854322999 0.8584352077 1.111121765 -0.2754294542 4.902009e-02
## 738 Besni -2.312112869 0.2434248046 0.526323274 -0.0058423465 -6.523906e-02
## 739 Besni 4.035208712 -0.9713316041 -0.372631460 -0.0889655313 -1.108698e-01
## 740 Besni -0.040197901 0.1587073168 -0.278654747 -0.0774089668 1.278666e-01
## 741 Besni 1.704611751 2.2069234879 0.893422897 0.0106750042 -8.912395e-03
## 742 Besni 2.220460099 1.8341024069 -0.558955723 0.6710040289 2.873415e-03
## 743 Besni 1.383609493 0.2796771590 -1.089369849 0.2191379649 1.016909e-01
## 744 Besni 1.055199228 -0.1586979845 -0.334166846 -0.0258347534 2.055842e-01
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## 747 Besni 2.482930352 2.1304273810 0.951441659 0.1055143643 3.153008e-02
## 748 Besni 3.313533798 0.3442073333 -1.307968410 0.6680368081 -2.692693e-04
## 749 Besni 0.472035697 1.4310699685 1.501439912 -0.1910659330 3.453296e-01
## 750 Besni 0.716996531 0.4013799309 -0.286733347 -0.0659149274 9.557239e-02
## 751 Besni 1.070876340 0.0628353224 0.365967118 -0.2405976564 3.982903e-02
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## 755 Besni 1.933530090 2.4967983841 1.184830036 0.0344240170 6.261807e-02
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## 800 Besni 0.098223491 -0.8012579548 -0.326999892 -0.1353761912 1.256548e-01
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## 814 Besni 4.023984809 1.5048368624 0.546387386 0.3650109544 4.210139e-02
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## 867 Besni 6.581184302 -1.3714253092 -0.457017820 -0.0410182529 -7.011548e-01
## 868 Besni -0.795440846 1.1074294697 -1.159815672 0.1790095059 4.685186e-02
## 869 Besni 2.959869739 -0.7320951853 -1.193850364 0.1691372325 1.682996e-02
## 870 Besni 0.001651026 1.4999650779 -0.116468844 0.0396050550 1.478251e-01
## 871 Besni 4.637884578 -1.0400734583 -1.431767729 0.3018311369 -3.061388e-01
## 872 Besni 1.151884499 0.3644192369 -0.444814380 -0.0335238105 4.708675e-02
## 873 Besni -1.198065694 -0.5103024977 0.321292173 -0.0625505198 9.596510e-02
## 874 Besni 0.665281891 -0.0299886254 0.210568883 -0.1752842795 1.189726e-01
## 875 Besni 0.705842816 -1.1344838225 -1.205773584 -0.0327077810 1.322402e-01
## 876 Besni 0.397096262 0.7072488556 -1.336343644 0.2817048595 9.345315e-02
## 877 Besni 2.149179698 0.8763308953 -0.135660001 0.1332882190 9.458626e-02
## 878 Besni 2.158994580 -0.3743275358 0.274431129 -0.2341173724 8.626186e-02
## 879 Besni 3.562259367 -0.6601107849 -0.951055122 0.1361731133 -9.816147e-02
## 880 Besni 0.253963537 1.7514262818 0.098087318 0.0536367387 1.047631e-01
## 881 Besni 6.043016652 -4.4631798598 2.732392233 -0.3752573870 -3.958143e-02
## 882 Besni 3.440207831 0.6667288929 0.551535767 -0.1254045333 -1.791975e-01
## 883 Besni 1.306786105 0.0128444377 0.178318126 -0.2019034908 6.067062e-02
## 884 Besni 4.060524502 -1.6715639312 -0.677635973 -0.1840141349 -2.025094e-01
## 885 Besni 1.337817949 -0.4003536850 -0.584494890 -0.0797344788 9.510209e-02
## 886 Besni -1.748576448 1.3934414850 0.443765369 -0.2026542951 -1.248194e-01
## 887 Besni 2.648973008 -1.7798932382 -0.432113384 -0.2304677890 1.852582e-02
## 888 Besni 0.676346417 0.6800443203 -0.722675649 0.1108499303 9.491179e-02
## 889 Besni -1.106787095 -0.5383171045 0.538959657 -0.0590133379 1.022187e-01
## 890 Besni 0.061387145 2.2033824097 1.050057001 -0.2312420834 5.225147e-02
## 891 Besni 0.315353248 0.9473289880 -0.401645239 0.0439176638 9.663179e-02
## 892 Besni 0.889175659 -1.2048764620 -0.538703325 -0.1711923468 5.891116e-02
## 893 Besni 3.631705071 1.5765735575 0.964421326 -0.0035674372 -1.965903e-01
## 894 Besni 4.911081171 -0.7927203130 -0.081677975 -0.1703730354 -3.981504e-01
## 895 Besni 1.770735545 0.9053032688 0.916394986 -0.2421238514 5.434146e-02
## 896 Besni -0.114564832 0.6942593928 0.129841786 -0.1877050250 -6.606064e-03
## 897 Besni 0.273425113 0.9534036730 0.696102083 -0.2166830160 1.077767e-01
## 898 Besni 0.682071808 -1.3074715904 0.091681470 -0.0667781298 2.627793e-01
## 899 Besni 0.648049242 0.9787039606 0.091362683 -0.0805587589 7.798299e-02
## 900 Besni 0.487283856 2.1069448641 -0.191834014 0.2657459066 6.281299e-02
## PC6 PC7
## 1 -1.305046e-02 3.705580e-03
## 2 -1.380135e-02 5.668952e-03
## 3 4.339440e-02 7.204504e-03
## 4 -4.226070e-02 1.337909e-02
## 5 5.243930e-02 6.945311e-03
## 6 -3.884966e-02 -8.369549e-03
## 7 -5.880875e-02 -8.687680e-03
## 8 3.115537e-02 -2.543010e-02
## 9 -8.258097e-02 -1.159409e-02
## 10 6.607401e-02 -3.387407e-02
## 11 1.075229e-02 4.964939e-03
## 12 -5.084127e-02 -1.408029e-02
## 13 -3.862778e-02 -8.098964e-03
## 14 9.470629e-02 1.889423e-03
## 15 5.094403e-03 3.294537e-03
## 16 -1.602883e-01 9.652409e-03
## 17 6.687772e-03 -1.161229e-03
## 18 3.247134e-02 -2.347041e-02
## 19 -5.956187e-02 -1.970038e-02
## 20 4.989608e-02 -1.123040e-02
## 21 -2.116256e-02 1.533124e-02
## 22 -1.962487e-02 -1.401069e-02
## 23 6.781869e-02 -2.566727e-02
## 24 1.493954e-01 1.588188e-02
## 25 1.049483e-01 -3.481568e-02
## 26 2.686192e-02 -2.959011e-03
## 27 7.986630e-02 -1.062828e-02
## 28 -1.162557e-02 7.378148e-03
## 29 1.102665e-01 3.769008e-03
## 30 -2.167916e-02 -2.716843e-02
## 31 3.425868e-02 -7.848917e-03
## 32 -1.022136e-01 -3.045854e-03
## 33 -5.710045e-03 1.861328e-02
## 34 -2.615960e-02 -2.745236e-03
## 35 7.851701e-02 7.146069e-02
## 36 -1.542483e-02 1.870540e-02
## 37 -2.289061e-02 2.414915e-02
## 38 -1.839574e-02 1.538568e-02
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## 44 1.328721e-01 1.012374e-02
## 45 4.032374e-02 1.140000e-02
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## 71 2.103269e-02 4.368345e-03
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## 76 -3.342179e-02 -2.081641e-03
## 77 7.659927e-04 8.336837e-03
## 78 -6.895178e-02 -8.001744e-03
## 79 5.882806e-02 -2.054222e-02
## 80 -5.693451e-02 -1.552880e-02
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## 82 -7.977802e-02 1.407098e-02
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## 84 1.157676e-01 -3.932159e-03
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## 87 8.228401e-02 -3.180517e-02
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## 95 -9.250134e-02 -1.989364e-03
## 96 -9.505067e-02 7.924663e-04
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## 101 3.810370e-02 -1.097105e-02
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## 151 -1.176168e-01 3.578087e-02
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## 733 3.659066e-02 2.950001e-02
## 734 5.960393e-02 -8.681779e-03
## 735 1.095692e-01 -2.797532e-02
## 736 -5.729967e-02 -4.294296e-02
## 737 -4.313882e-02 3.562946e-02
## 738 -7.259551e-02 1.314800e-02
## 739 -7.153550e-02 1.056068e-02
## 740 -2.441065e-02 1.695104e-02
## 741 5.771217e-02 6.179133e-02
## 742 2.446463e-01 3.779478e-02
## 743 4.714057e-02 -9.196170e-03
## 744 -1.088493e-01 5.153497e-02
## 745 -4.440084e-02 1.186197e-02
## 746 4.449615e-03 8.312817e-03
## 747 -4.243526e-03 7.744641e-02
## 748 4.075126e-02 3.695564e-02
## 749 -1.984158e-01 3.535986e-02
## 750 3.713606e-02 5.711827e-03
## 751 3.549151e-02 -6.570437e-03
## 752 -1.289296e-01 1.130515e-02
## 753 -1.137352e-01 2.025914e-02
## 754 4.124285e-02 -9.229765e-03
## 755 3.937588e-02 7.045272e-02
## 756 1.159499e-02 3.115347e-02
## 757 -8.685208e-02 1.099086e-03
## 758 3.896112e-02 2.373827e-02
## 759 3.237689e-02 2.087389e-02
## 760 6.015344e-02 -1.305020e-02
## 761 -4.397980e-02 -2.403448e-02
## 762 -1.011934e-01 5.165338e-02
## 763 1.323873e-01 -1.885033e-02
## 764 6.430961e-02 -1.454949e-02
## 765 -2.607682e-02 -5.347390e-03
## 766 1.005367e-01 3.695742e-03
## 767 -4.470137e-02 5.852703e-03
## 768 1.375652e-01 3.253028e-03
## 769 1.190861e-01 2.671322e-02
## 770 -8.978986e-03 -5.641175e-02
## 771 1.816010e-02 4.220082e-03
## 772 -6.258494e-02 -2.570815e-02
## 773 -5.396986e-02 4.906075e-02
## 774 4.787318e-02 -2.552286e-02
## 775 3.568032e-03 5.323513e-02
## 776 -3.346345e-02 -2.265286e-04
## 777 -7.656568e-02 1.979777e-02
## 778 -6.438316e-02 -1.571558e-02
## 779 5.577156e-02 -1.554055e-02
## 780 1.393606e-01 -2.513502e-02
## 781 1.121318e-03 5.148801e-03
## 782 2.657844e-03 3.652092e-03
## 783 -1.176236e-01 3.623990e-03
## 784 6.548454e-02 1.023698e-02
## 785 2.466069e-02 -1.680194e-04
## 786 -4.338006e-02 -6.890602e-03
## 787 -1.728036e-02 -5.061900e-02
## 788 -2.690494e-02 3.952568e-02
## 789 1.990923e-02 -2.160192e-02
## 790 3.005213e-02 -1.675417e-02
## 791 4.471216e-02 -2.630589e-02
## 792 -1.755383e-01 1.145642e-01
## 793 2.019965e-02 -2.317349e-03
## 794 1.063699e-01 1.171443e-04
## 795 6.311670e-02 1.955663e-03
## 796 -6.543166e-02 6.311241e-02
## 797 -3.426678e-02 8.252264e-03
## 798 1.051825e-01 -4.430520e-03
## 799 1.970071e-02 -1.172424e-02
## 800 6.737033e-02 -1.064610e-02
## 801 4.809930e-02 3.307476e-03
## 802 -7.986163e-03 -2.635892e-02
## 803 1.576575e-01 2.726412e-02
## 804 -1.020215e-02 1.941625e-02
## 805 -9.651102e-02 -1.597795e-02
## 806 4.343756e-04 2.068337e-02
## 807 5.516082e-02 -1.824430e-03
## 808 9.961128e-02 -3.261488e-02
## 809 -3.192755e-02 6.886220e-03
## 810 8.141159e-02 5.067961e-03
## 811 9.546383e-02 1.592364e-04
## 812 4.313579e-02 -3.455903e-03
## 813 -1.084878e-01 3.304516e-02
## 814 -1.143612e-01 1.716316e-01
## 815 6.268427e-02 1.935069e-02
## 816 2.142153e-02 4.034327e-03
## 817 -7.815425e-03 -7.498974e-03
## 818 5.888460e-02 -2.853177e-02
## 819 7.791765e-02 -1.284189e-02
## 820 9.548269e-02 1.056180e-03
## 821 1.643055e-02 -2.587070e-02
## 822 -1.172075e-02 -2.998828e-03
## 823 2.363327e-02 -2.803703e-02
## 824 7.330515e-02 -1.309454e-02
## 825 6.825894e-02 -2.062825e-02
## 826 -5.904078e-04 -1.117751e-02
## 827 -7.658369e-02 -1.425617e-02
## 828 -1.748343e-01 4.921421e-02
## 829 5.239943e-02 -6.120585e-02
## 830 3.214591e-01 2.142661e-02
## 831 -2.193051e-02 1.739138e-02
## 832 8.539076e-03 3.203065e-02
## 833 -1.110390e-01 2.764215e-02
## 834 -9.737641e-02 5.220848e-02
## 835 8.081687e-02 4.678849e-03
## 836 2.432271e-02 -5.781843e-02
## 837 -1.502309e-01 -2.022393e-01
## 838 2.138322e-02 7.877078e-03
## 839 7.716765e-03 -2.833475e-03
## 840 7.058828e-03 1.924645e-02
## 841 -7.142741e-02 -8.640672e-03
## 842 -1.818801e-02 9.577890e-04
## 843 -2.926262e-02 2.378444e-02
## 844 1.592793e-02 -5.067173e-03
## 845 -2.710470e-02 -2.356837e-02
## 846 -3.225483e-03 1.638789e-02
## 847 1.745269e-03 -4.190428e-03
## 848 -8.141460e-02 5.694830e-03
## 849 7.986435e-02 -3.926912e-02
## 850 -3.065271e-02 1.060868e-02
## 851 9.708760e-02 2.768035e-02
## 852 2.104223e-02 -9.266862e-03
## 853 9.859005e-02 -3.636528e-02
## 854 1.130766e-01 -7.271989e-03
## 855 4.331771e-02 2.479874e-02
## 856 -1.791880e-01 9.367800e-02
## 857 -4.442323e-02 -5.894733e-02
## 858 1.294861e-01 -5.699101e-02
## 859 -1.474213e-02 3.149948e-02
## 860 1.568753e-02 -6.980523e-03
## 861 3.103008e-02 -1.729265e-02
## 862 8.508605e-03 4.034058e-03
## 863 2.522413e-02 -2.164638e-02
## 864 1.746801e-02 2.576587e-02
## 865 3.165699e-02 3.640472e-03
## 866 -4.199588e-02 -3.020097e-02
## 867 -5.273291e-02 -2.552254e-02
## 868 1.420537e-02 -7.545456e-03
## 869 -1.403383e-02 5.486998e-03
## 870 6.502456e-03 1.130588e-02
## 871 8.276756e-02 2.533451e-03
## 872 9.373760e-02 -2.035020e-02
## 873 1.384891e-02 -1.382062e-02
## 874 -1.933270e-02 1.153394e-03
## 875 6.706319e-02 -2.076472e-02
## 876 1.165551e-01 3.031213e-03
## 877 -1.383578e-02 3.443462e-02
## 878 1.837433e-03 -1.038645e-02
## 879 -4.603564e-03 -4.338734e-03
## 880 -2.711265e-02 4.648929e-02
## 881 -5.262523e-01 1.512606e-01
## 882 6.375175e-02 1.255651e-02
## 883 3.184801e-02 4.546997e-03
## 884 5.497698e-03 -2.479876e-02
## 885 5.143369e-02 -9.273714e-03
## 886 1.272476e-02 -1.716001e-02
## 887 1.060460e-02 -1.108031e-02
## 888 3.087513e-02 2.089146e-02
## 889 -3.524373e-03 -5.282750e-04
## 890 1.268563e-01 -1.305119e-02
## 891 -1.732168e-02 -3.020221e-02
## 892 9.085359e-02 -3.683444e-02
## 893 1.111904e-01 8.259220e-03
## 894 2.988492e-02 -7.981250e-03
## 895 -1.337580e-03 2.720058e-02
## 896 7.115515e-02 -2.814073e-02
## 897 8.602402e-03 2.173864e-02
## 898 -1.359210e-01 2.011615e-02
## 899 2.162210e-02 9.266122e-03
## 900 7.395351e-02 5.041511e-02
# Means of scores for all the PC's classified by Salary status
tabmeansPC <- aggregate(raisintyp_pca[,2:6],by=list(Class=raisin_data$Class),mean)
tabmeansPC
## Class PC1 PC2 PC3 PC4 PC5
## 1 Besni 1.454029 0.1696103 -0.05540559 -0.008684483 0.01845976
## 2 Kecimen -1.454029 -0.1696103 0.05540559 0.008684483 -0.01845976
tabmeansPC <- tabmeansPC[rev(order(tabmeansPC$Class)),]
tabmeansPC
## Class PC1 PC2 PC3 PC4 PC5
## 2 Kecimen -1.454029 -0.1696103 0.05540559 0.008684483 -0.01845976
## 1 Besni 1.454029 0.1696103 -0.05540559 -0.008684483 0.01845976
tabfmeans <- t(tabmeansPC[,-1])
tabfmeans
## 2 1
## PC1 -1.454028709 1.454028709
## PC2 -0.169610315 0.169610315
## PC3 0.055405594 -0.055405594
## PC4 0.008684483 -0.008684483
## PC5 -0.018459755 0.018459755
colnames(tabfmeans) <- t(as.vector(tabmeansPC[1]$Class))
tabfmeans
## Kecimen Besni
## PC1 -1.454028709 1.454028709
## PC2 -0.169610315 0.169610315
## PC3 0.055405594 -0.055405594
## PC4 0.008684483 -0.008684483
## PC5 -0.018459755 0.018459755
# Standard deviations of scores for all the PC's classified by Salary status
tabsdsPC <- aggregate(raisintyp_pca[,2:6],by=list(Class=raisin_data$Class),sd)
tabfsds <- t(tabsdsPC[,-1])
colnames(tabfsds) <- t(as.vector(tabsdsPC[1]$Class))
tabfsds
## Besni Kecimen
## PC1 2.0383348 1.1325698
## PC2 1.2675990 1.1158596
## PC3 0.8284691 0.7521863
## PC4 0.2643366 0.2091664
## PC5 0.1610486 0.1305581
t.test(PC1~raisin_data$Class,data=raisintyp_pca)
##
## Welch Two Sample t-test
##
## data: PC1 by raisin_data$Class
## t = 26.455, df = 702.11, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group Besni and group Kecimen is not equal to 0
## 95 percent confidence interval:
## 2.692237 3.123877
## sample estimates:
## mean in group Besni mean in group Kecimen
## 1.454029 -1.454029
t.test(PC2~raisin_data$Class,data=raisintyp_pca)
##
## Welch Two Sample t-test
##
## data: PC2 by raisin_data$Class
## t = 4.2611, df = 883.79, p-value = 2.253e-05
## alternative hypothesis: true difference in means between group Besni and group Kecimen is not equal to 0
## 95 percent confidence interval:
## 0.1829750 0.4954663
## sample estimates:
## mean in group Besni mean in group Kecimen
## 0.1696103 -0.1696103
t.test(PC3~raisin_data$Class,data=raisintyp_pca)
##
## Welch Two Sample t-test
##
## data: PC3 by raisin_data$Class
## t = -2.1007, df = 889.75, p-value = 0.03595
## alternative hypothesis: true difference in means between group Besni and group Kecimen is not equal to 0
## 95 percent confidence interval:
## -0.214339800 -0.007282578
## sample estimates:
## mean in group Besni mean in group Kecimen
## -0.05540559 0.05540559
t.test(PC4~raisin_data$Class,data=raisintyp_pca)
##
## Welch Two Sample t-test
##
## data: PC4 by raisin_data$Class
## t = -1.0931, df = 852.92, p-value = 0.2747
## alternative hypothesis: true difference in means between group Besni and group Kecimen is not equal to 0
## 95 percent confidence interval:
## -0.04855746 0.01381953
## sample estimates:
## mean in group Besni mean in group Kecimen
## -0.008684483 0.008684483
t.test(PC5~raisin_data$Class,data=raisintyp_pca)
##
## Welch Two Sample t-test
##
## data: PC5 by raisin_data$Class
## t = 3.7776, df = 861.15, p-value = 0.0001692
## alternative hypothesis: true difference in means between group Besni and group Kecimen is not equal to 0
## 95 percent confidence interval:
## 0.01773740 0.05610162
## sample estimates:
## mean in group Besni mean in group Kecimen
## 0.01845976 -0.01845976
## F ratio tests
var.test(PC1~raisin_data$Class,data=raisintyp_pca)
##
## F test to compare two variances
##
## data: PC1 by raisin_data$Class
## F = 3.2391, num df = 449, denom df = 449, p-value < 2.2e-16
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 2.691396 3.898204
## sample estimates:
## ratio of variances
## 3.239076
var.test(PC2~raisin_data$Class,data=raisintyp_pca)
##
## F test to compare two variances
##
## data: PC2 by raisin_data$Class
## F = 1.2905, num df = 449, denom df = 449, p-value = 0.007007
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.072263 1.553059
## sample estimates:
## ratio of variances
## 1.29046
var.test(PC3~raisin_data$Class,data=raisintyp_pca)
##
## F test to compare two variances
##
## data: PC3 by raisin_data$Class
## F = 1.2131, num df = 449, denom df = 449, p-value = 0.04094
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.007995 1.459974
## sample estimates:
## ratio of variances
## 1.213114
var.test(PC4~raisin_data$Class,data=raisintyp_pca)
##
## F test to compare two variances
##
## data: PC4 by raisin_data$Class
## F = 1.5971, num df = 449, denom df = 449, p-value = 8.005e-07
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.327051 1.922093
## sample estimates:
## ratio of variances
## 1.597096
var.test(PC5~raisin_data$Class,data=raisintyp_pca)
##
## F test to compare two variances
##
## data: PC5 by raisin_data$Class
## F = 1.5216, num df = 449, denom df = 449, p-value = 9.475e-06
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
## 1.264337 1.831259
## sample estimates:
## ratio of variances
## 1.52162
# Levene's tests (one-sided)
library(car)
## Loading required package: carData
(LTPC1 <- leveneTest(PC1~raisin_data$Class,data=raisintyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 109.47 < 2.2e-16 ***
## 898
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC1_1sided <- LTPC1[[3]][1]/2)
## [1] 1.484003e-24
(LTPC2 <- leveneTest(PC2~raisin_data$Class,data=raisintyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 6.5745 0.01051 *
## 898
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC2_1sided=LTPC2[[3]][1]/2)
## [1] 0.005253447
(LTPC3 <- leveneTest(PC3~raisin_data$Class,data=raisintyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 8.4847 0.00367 **
## 898
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC3_1sided <- LTPC3[[3]][1]/2)
## [1] 0.001835123
(LTPC4 <- leveneTest(PC4~raisin_data$Class,data=raisintyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 12.986 0.0003311 ***
## 898
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC4_1sided <- LTPC4[[3]][1]/2)
## [1] 0.000165539
(LTPC5 <- leveneTest(PC5~raisin_data$Class,data=raisintyp_pca))
## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 3.0068 0.08326 .
## 898
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(p_PC5_1sided <- LTPC5[[3]][1]/2)
## [1] 0.04162924
# Plotting the scores for the first and second components
plot(raisintyp_pca$PC1, raisintyp_pca$PC2,pch=ifelse(raisintyp_pca$Class == "Y",1,16),xlab="PC1", ylab="PC2", main="Raisin class against values for PC1 & PC2")
abline(h=0)
abline(v=0)
legend("bottomleft", legend=c("Kecimen","Besni"), pch=c(1,16))
plot(eigen_raisins, xlab = "Component number", ylab = "Component variance", type = "l", main = "Scree diagram")
plot(log(eigen_raisins), xlab = "Component number",ylab = "log(Component variance)", type="l",main = "Log(eigenvalue) diagram")
print(summary(raisintyp_pca))
## Class PC1 PC2 PC3
## Length:900 Min. :-3.9863 Min. :-4.463180 Min. :-2.496166
## Class :character 1st Qu.:-1.6201 1st Qu.:-0.691156 1st Qu.:-0.501265
## Mode :character Median :-0.3817 Median :-0.003183 Median :-0.008781
## Mean : 0.0000 Mean : 0.000000 Mean : 0.000000
## 3rd Qu.: 1.1235 3rd Qu.: 0.727739 3rd Qu.: 0.446879
## Max. : 9.5289 Max. : 5.328225 Max. : 3.426842
## PC4 PC5 PC6 PC7
## Min. :-0.59896 Min. :-0.78766 Min. :-0.768087 Min. :-0.34203
## 1st Qu.:-0.13496 1st Qu.:-0.07001 1st Qu.:-0.036627 1st Qu.:-0.01617
## Median :-0.04197 Median : 0.02676 Median : 0.005191 Median :-0.00309
## Mean : 0.00000 Mean : 0.00000 Mean : 0.000000 Mean : 0.00000
## 3rd Qu.: 0.06506 3rd Qu.: 0.09291 3rd Qu.: 0.046093 3rd Qu.: 0.01639
## Max. : 2.00675 Max. : 0.88381 Max. : 0.321459 Max. : 0.17163
diag(cov(raisin_data_pca$x))
## PC1 PC2 PC3 PC4 PC5 PC6
## 4.832288611 1.453188439 0.628449468 0.056824512 0.021808269 0.006430191
## PC7
## 0.001010510
xlim <- range(raisin_data_pca$x[,1])
raisin_data_pca$x[,1]
## [1] 0.076951073 -0.475111731 0.371902131 -2.620987667 -0.961519225
## [6] -2.171955504 -2.550059292 -1.751482293 -2.462199822 -1.259785008
## [11] -0.049752921 -2.601221747 -2.825803420 -1.216069894 -0.673474424
## [16] -3.254523251 -1.133177688 -1.351924347 -2.621030511 -0.782144951
## [21] -1.162284438 -1.846454972 -0.346411038 -2.016633539 0.430993843
## [26] -0.851444536 -1.314929693 -1.619503926 -0.978501671 -1.496620396
## [31] 0.038075289 -2.604173867 -0.854013766 -1.547431582 -3.211492675
## [36] -3.347158755 -2.089654688 -1.579927185 -0.512154997 -2.614974529
## [41] 0.111802328 -1.020892584 -0.706472589 -0.394206396 -0.235643804
## [46] -1.635471292 -1.048339792 -3.222712077 -2.317235687 -2.108823108
## [51] -2.377909865 1.570878740 -0.943803219 -2.146490398 1.267601054
## [56] -2.340718220 -1.934303232 -1.902479633 -1.423446640 -3.986276986
## [61] -1.290636670 -2.314909680 -0.146297984 -1.370539922 -1.359669881
## [66] -1.567744113 -1.915144941 0.236979655 -2.149989379 -0.836854991
## [71] 0.633889501 -1.179993109 -0.867076210 -1.030784979 -2.156728723
## [76] -2.270459100 -0.696459099 -2.718777998 -0.510139531 -2.352779351
## [81] -2.061764861 -1.848978113 -1.512617910 0.056842355 -0.523557410
## [86] 6.992432162 -0.831230810 -3.089613309 -3.190561413 -2.363813878
## [91] -2.116812568 -1.853091400 -0.095751315 -1.299744573 -1.948826245
## [96] -3.100285187 -0.903311887 -1.821880071 -2.347673351 -1.201047226
## [101] -0.329914438 -1.501379133 -2.041654194 -1.723281459 -1.593952578
## [106] -2.419699701 -2.840815769 -1.224007758 -0.377141572 -1.605318440
## [111] -0.256336228 -2.389222471 -2.108166266 -2.678658633 0.552722675
## [116] -0.176592819 -0.333769336 -0.206259394 -1.361059915 -0.733896291
## [121] -1.097451810 -2.023437179 -2.525602712 -1.711830793 0.315952501
## [126] -1.755598580 -1.551396299 -2.331000745 -2.458144477 0.306234585
## [131] -1.042227385 -1.149787696 -2.208329860 -2.147927409 -1.914204486
## [136] -1.593997350 0.589172409 -1.376482308 -1.719836213 1.026181860
## [141] -2.655737258 -1.852376160 -0.578343668 -2.336974525 -2.456210400
## [146] -0.818795429 -0.673257562 -1.894145088 -2.889514263 -1.442955521
## [151] -2.476664123 -1.854331365 -0.883542678 -0.777281252 -0.840164920
## [156] -0.067061441 -3.406993167 -1.722737790 -3.173189371 -2.497431327
## [161] -2.333759538 -2.221576842 -0.739564940 0.487589033 -0.743985344
## [166] -1.578402043 -2.035451907 -3.018140108 0.279979279 -2.517390806
## [171] -0.136237921 -1.484309140 -1.658818385 -0.809720511 -1.931062738
## [176] -0.433672782 -0.393335296 -2.405140090 -3.284456631 -2.414194019
## [181] 0.128578267 -1.107706562 -1.650786153 -2.336531839 -0.587128274
## [186] -2.637411334 -3.202836214 -1.982391240 -1.090853942 -0.423709957
## [191] -0.616856756 -0.365654012 -3.842691203 -0.290461962 -2.478424238
## [196] -0.254540914 -1.089482315 -0.920537808 -1.611954946 -1.741677376
## [201] -1.637590984 -1.591104480 -0.684038862 -0.770920537 -1.334187233
## [206] -0.846252110 -3.031314388 -1.559085384 -3.210564526 -2.491885786
## [211] -2.385676918 -2.069926372 -1.657370446 -1.651834612 -2.140291567
## [216] -1.732682967 -2.095996119 -1.064387220 -0.506399430 -2.479785476
## [221] -2.458399124 -1.103044479 -2.366449324 0.368780428 -0.297826943
## [226] -0.392396122 0.329432155 -1.166057324 -1.118785640 -0.731274380
## [231] -1.812684062 -2.537259396 0.038028151 -3.192879991 -2.267026337
## [236] -3.592329079 -3.054860073 -1.836325310 -2.366952960 -2.501410046
## [241] -2.145336467 -2.317828047 -1.874053233 -1.534795677 -0.473170791
## [246] -1.996377662 -2.290459154 -1.785992596 -1.351855267 -2.290010024
## [251] -0.757972384 -3.114978665 -3.016404317 -3.295203244 -0.551976678
## [256] -2.698870721 -1.509931357 -2.607167109 -1.109785876 -2.906584510
## [261] -1.477392261 -2.474129387 -2.984688578 -2.204586565 -1.524430615
## [266] -0.480699080 -1.624349069 -1.025339843 -1.263124230 -0.784312495
## [271] -2.259969634 0.154783743 0.249513464 -1.000715852 -2.395497107
## [276] -3.924219823 -0.574408709 -1.181774338 -2.722746528 -0.631021965
## [281] -1.853609629 -1.175792830 -2.188221814 -0.434528379 -0.763638576
## [286] -1.848880628 0.097065217 -0.951283558 -0.600425445 -1.785635448
## [291] 5.049088610 -1.132658178 -0.957087512 -0.228404562 -0.997819637
## [296] -1.268528649 -2.221736459 -2.312990380 0.761897313 -3.280078444
## [301] -0.128180329 -2.029778532 -0.987167215 -0.386249313 -1.562899998
## [306] -1.267764869 -1.201585688 -1.877948062 -1.385070199 -2.844878306
## [311] -1.588543020 -2.099346894 -1.557802933 -2.990380780 -1.296274029
## [316] -2.371476251 -2.648106862 -3.123943952 -1.714139226 -1.863722644
## [321] -1.269075761 -2.031447435 -2.700501024 -0.890078838 -1.259610549
## [326] -3.145274328 -0.760051685 -1.425835598 -1.680898463 -0.457398522
## [331] -1.497377517 -1.836466191 -1.648692125 -1.673850042 -1.254763966
## [336] -2.011609740 -0.954890879 -0.109770543 -0.339361379 -2.297236594
## [341] -3.020262183 0.088766640 -1.629003444 -1.295412506 -1.125800903
## [346] -0.435610118 -2.357332412 -1.381842465 0.152579103 -0.832419902
## [351] -2.373090200 -0.045904654 -2.814887859 -1.862550885 -0.605093156
## [356] -1.062506373 -2.413834292 -1.181494857 -0.522731589 -1.208985121
## [361] -2.025708829 -2.592192228 -1.222128452 0.787294609 -1.068729167
## [366] -2.517538789 -1.382744179 -1.963371713 -0.330666116 -1.779096404
## [371] -3.343349003 -1.162409152 -0.512916598 0.425701575 -1.206903334
## [376] -1.520627242 -0.973271156 -3.073205484 -1.621743917 -0.324002970
## [381] -0.338801832 -3.306642788 -3.691456186 -1.227690237 -0.713515674
## [386] -2.533703935 -1.218054517 -0.927785831 -1.011810265 -1.220011641
## [391] -2.127194391 -0.363804165 -2.084622125 -1.061508093 0.137254851
## [396] -3.308266515 -0.478585469 -0.774800448 -0.050448224 -1.305745318
## [401] -1.987642062 -2.711620034 -1.925580825 0.211696919 -0.519675796
## [406] -2.068735131 -1.411134543 -0.777342714 -0.210057764 0.858447437
## [411] -1.544288391 -0.596216068 -1.711978394 -1.939004119 -3.016075860
## [416] -1.814048523 -3.484333843 -2.189966270 -0.870464311 -0.300640472
## [421] -0.595601184 0.284764855 -3.468168037 -3.015944765 -2.849277265
## [426] -0.223989199 -1.714113697 -2.993143080 -2.289688605 -1.337814607
## [431] -1.640396999 -1.530203781 -1.473178641 -0.654685439 -1.126631883
## [436] -3.572154309 -0.462881898 -0.114093778 -0.048558407 0.094847076
## [441] -2.162040475 -1.552458835 -1.762814305 -0.913695379 -1.115358825
## [446] -1.663233120 -0.196415235 -1.260445524 -1.804714856 -3.129403167
## [451] 3.070152277 1.896679736 0.697555009 0.523611096 -0.886207983
## [456] 3.403410197 2.682417247 1.655761419 1.570144371 0.890861787
## [461] 1.340036827 -0.594927046 2.664020820 -2.544649121 2.293183603
## [466] -0.915048986 1.296855787 5.289947390 4.343778546 5.784395789
## [471] -0.834689357 1.546117199 1.193398958 3.786911737 0.029480522
## [476] 4.492484100 2.211150330 1.137275128 2.483353258 5.660409708
## [481] 2.999114162 -0.767144665 1.519983400 -0.208320894 3.325322402
## [486] 0.030682756 1.055977703 9.528914641 0.485561333 0.194402965
## [491] 3.797847790 -0.337348262 0.821856746 -0.508792466 0.001262612
## [496] 3.187542953 1.834824802 -0.411884150 2.377090761 0.958116014
## [501] 2.315538514 4.101046423 -0.614173759 2.964650711 0.687525449
## [506] 1.295056127 7.441486911 5.720462848 2.950690461 4.605496157
## [511] 0.125552623 0.146218262 0.740187096 0.053040987 3.920349884
## [516] 4.886684408 5.749203855 0.682630818 -0.859890661 0.061501432
## [521] 3.792478800 0.125735724 4.781115339 1.477043637 -1.591500225
## [526] 1.822943308 -0.857963718 3.896260987 2.038628464 -0.260684190
## [531] 0.640226822 1.440752796 0.142737992 2.494352323 4.152367409
## [536] -0.280160677 0.624514817 -0.175478203 3.358348237 1.195322678
## [541] 4.404762174 5.332198719 2.968228006 1.548147249 1.064352790
## [546] -0.781005600 0.122790183 1.797366259 2.483197335 0.651766691
## [551] 0.295553846 -0.790370976 5.363353700 -0.014975916 -0.368388486
## [556] 1.965024143 0.765354559 -0.078344968 -0.277117164 2.686060806
## [561] 4.394581584 2.944092948 0.433774555 1.756340102 1.329189824
## [566] 2.610718770 1.654308480 3.507304724 2.295014839 0.710746219
## [571] 1.172640160 -0.233493013 0.455731394 4.465199975 5.747245236
## [576] 3.239729864 1.433973968 2.499665568 2.414656261 2.811106502
## [581] 5.915339361 5.485182368 3.131100802 2.045506072 1.004998350
## [586] -1.365314118 4.014733238 0.642067950 1.620834603 1.363216592
## [591] 4.348218637 1.155994695 2.618152304 1.976259306 2.742651377
## [596] 0.072253015 -1.704948620 1.147889100 -0.137397907 3.606028275
## [601] 0.859666407 2.304640400 -0.289535191 2.573823470 0.902385628
## [606] 4.241612533 -0.352948430 -1.365526244 1.225663424 2.129533486
## [611] -0.144387983 -0.692908945 2.438301169 1.567827083 -1.567719092
## [616] 0.991783563 5.138040616 2.147660072 1.120805097 1.521612153
## [621] -0.228209552 3.153318494 5.289696783 3.055623938 -0.343277972
## [626] 0.793480653 1.321791166 0.884110720 1.004261359 0.120848417
## [631] 0.784963457 0.593727853 -0.003825498 -1.730444297 4.559915937
## [636] -0.966085346 0.926772802 3.882175384 0.904113708 -1.342008088
## [641] 0.531865765 2.409326874 -0.237102611 1.131886977 1.688998321
## [646] 1.511020306 0.117918316 -0.338935585 -0.621264099 1.341009421
## [651] 5.107298298 1.217491455 0.832375817 0.854790328 4.345705213
## [656] -1.036039506 4.221293456 5.415616330 0.266639380 -0.019678335
## [661] -1.820733943 3.545420476 -2.996100896 -0.097499891 1.449716631
## [666] -0.143412608 4.336608081 1.044408493 6.038757971 0.479439818
## [671] 3.856140669 5.108712440 0.849808786 1.061008982 -0.416972800
## [676] 1.536022202 -1.840436503 3.179580315 4.704683346 2.450427510
## [681] -0.724045011 3.851248702 1.822044360 -1.275578747 0.244074132
## [686] 0.700799245 -1.279224973 2.642560857 -1.851757581 0.319046249
## [691] 0.448874325 3.096727796 2.575253037 -2.089992800 6.988994213
## [696] 0.327391347 0.221656724 0.012155373 0.391957398 2.358339250
## [701] 1.933449995 3.193759233 3.582571526 2.820146786 2.664087919
## [706] -0.125608890 -1.567333010 0.625883581 6.500561728 1.219774303
## [711] -1.046591561 5.449905342 -0.001188612 1.118102625 0.420564221
## [716] 0.592260830 1.259150920 -1.654667513 0.043121588 1.476170269
## [721] -1.155391001 0.532049460 2.325745254 0.652288046 0.586943861
## [726] -0.210410105 0.116346884 1.705126160 -1.845501461 -0.249259308
## [731] 0.385543883 -0.158308094 1.180639981 0.979132814 0.706941544
## [736] 2.117242011 1.854322999 -2.312112869 4.035208712 -0.040197901
## [741] 1.704611751 2.220460099 1.383609493 1.055199228 -1.888911186
## [746] -0.221411546 2.482930352 3.313533798 0.472035697 0.716996531
## [751] 1.070876340 4.702546872 -2.069227729 -0.162136842 1.933530090
## [756] 4.421404316 3.217259315 0.785673897 0.589098439 2.194199753
## [761] 2.556813733 -0.944143119 1.343123450 1.407062140 -0.399371130
## [766] 2.035233612 0.123420916 2.862633224 4.861682714 4.911122677
## [771] 2.216947858 4.268268427 -0.671722340 1.082772559 -0.078164109
## [776] 0.061024132 4.016487756 4.444321343 3.366828225 1.115372169
## [781] -0.717930669 4.068807573 -1.981488675 1.076413566 -0.109517260
## [786] -1.351885780 3.020510193 1.254816418 2.073287069 0.043729551
## [791] 1.025479964 2.899324501 0.312726432 -0.241229644 1.131647704
## [796] -0.285913633 0.050791993 0.541798194 -1.060699344 0.098223491
## [801] 2.824315662 3.703005261 -0.089863563 3.055857781 6.325069982
## [806] -1.378241750 3.200822916 -0.499496031 0.572691595 0.903261622
## [811] 2.092370250 0.189576676 7.128640027 4.023984809 0.386640824
## [816] 1.725737896 -1.182814898 -0.163795674 0.557234723 -0.182659382
## [821] 3.583478279 1.910119251 -1.397373734 1.101607493 1.296895247
## [826] -1.624535758 -2.265215919 -1.315583784 0.065097974 2.718592225
## [831] 2.054303867 -2.671785399 0.029936306 -0.528461107 3.204017996
## [836] 0.617939396 7.478838503 2.935991790 0.021478631 -1.184122709
## [841] -2.420897440 0.234480252 0.958255234 0.573301415 0.572330322
## [846] 3.392116991 -0.709670912 4.112407819 0.427507362 0.617557725
## [851] 1.382815359 -0.645388855 -0.542322280 2.326113044 -0.343909483
## [856] 5.414001215 3.587816203 1.681821607 -1.249942414 2.737685113
## [861] 3.882801770 -2.155503662 0.884724832 -0.652786245 2.522405849
## [866] 3.430659622 6.581184302 -0.795440846 2.959869739 0.001651026
## [871] 4.637884578 1.151884499 -1.198065694 0.665281891 0.705842816
## [876] 0.397096262 2.149179698 2.158994580 3.562259367 0.253963537
## [881] 6.043016652 3.440207831 1.306786105 4.060524502 1.337817949
## [886] -1.748576448 2.648973008 0.676346417 -1.106787095 0.061387145
## [891] 0.315353248 0.889175659 3.631705071 4.911081171 1.770735545
## [896] -0.114564832 0.273425113 0.682071808 0.648049242 0.487283856
raisin_data_pca$x
## PC1 PC2 PC3 PC4 PC5
## [1,] 0.076951073 -0.4530761696 -1.088608919 0.0267738442 1.413079e-01
## [2,] -0.475111731 0.4451208721 0.016363399 -0.1158801649 1.219277e-01
## [3,] 0.371902131 0.8015624549 0.786050032 -0.2648153561 6.215554e-02
## [4,] -2.620987667 -0.3023954931 0.482452785 0.0995414716 -1.152667e-01
## [5,] -0.961519225 -2.9661137960 0.451903015 0.2997163137 1.756736e-01
## [6,] -2.171955504 0.9238981739 0.344990538 -0.1293424034 -1.391647e-01
## [7,] -2.550059292 1.3398920897 -0.198602050 -0.1124216709 -2.239044e-01
## [8,] -1.751482293 -0.9208544036 -0.150325574 0.0243266245 -9.929269e-03
## [9,] -2.462199822 1.1344298836 -0.817618388 -0.0162719723 -1.404041e-01
## [10,] -1.259785008 0.6811445705 0.337074197 -0.2024068876 -5.473558e-02
## [11,] -0.049752921 1.0449823957 -0.298573995 -0.0086470271 7.980028e-02
## [12,] -2.601221747 0.5899027281 -0.295981802 -0.0532206129 -1.865266e-01
## [13,] -2.825803420 -0.1532417395 0.576788726 0.0896005571 -2.082087e-01
## [14,] -1.216069894 -3.0822756312 1.110065860 0.4123305612 1.079293e-01
## [15,] -0.673474424 0.2173180209 0.329314081 -0.1593275844 7.297542e-02
## [16,] -3.254523251 0.8085535625 -0.043091917 0.0101416350 -2.839253e-01
## [17,] -1.133177688 0.2401498192 -1.572105785 0.1243581741 5.692535e-02
## [18,] -1.351924347 -0.0324006951 0.228626676 -0.1216806275 -1.330176e-02
## [19,] -2.621030511 0.5189947014 -0.654109346 -0.0279622835 -1.845189e-01
## [20,] -0.782144951 0.4937635556 -1.112422891 0.0458712198 2.846131e-02
## [21,] -1.162284438 -0.9756544947 0.097936977 0.0118502985 1.021784e-01
## [22,] -1.846454972 -0.3332826213 -0.173382137 -0.0127100852 -3.003437e-02
## [23,] -0.346411038 -0.2555417924 0.566728254 -0.2100455589 6.492543e-02
## [24,] -2.016633539 -1.9334004289 3.426842132 0.5881453868 -3.352888e-02
## [25,] 0.430993843 -0.1862007999 -0.014487759 -0.2197324822 1.745424e-02
## [26,] -0.851444536 -0.9835876935 0.275924460 -0.0558765160 8.748798e-02
## [27,] -1.314929693 -2.5326225525 0.427520953 0.2491783999 9.140713e-02
## [28,] -1.619503926 -0.1808847514 0.305090221 -0.0543366581 -4.366843e-03
## [29,] -0.978501671 -2.9082880109 1.295878288 0.3260558461 9.353194e-02
## [30,] -1.496620396 -0.2727719965 -0.768401597 0.0021889381 8.603834e-02
## [31,] 0.038075289 -0.7132900066 -0.697456869 -0.0729069311 1.285588e-01
## [32,] -2.604173867 0.9469951960 -0.625715193 -0.0329125262 -1.799161e-01
## [33,] -0.854013766 -1.0658342721 0.442415598 -0.0181695488 1.247972e-01
## [34,] -1.547431582 -0.4742490370 -0.652725291 0.0058895187 4.038283e-02
## [35,] -3.211492675 -2.4916076397 3.047945382 1.0629474407 -2.265876e-01
## [36,] -3.347158755 -2.0349465718 1.087361663 0.6897476487 -1.983029e-01
## [37,] -2.089654688 -0.8684962570 0.877191937 0.1487948495 -2.451338e-02
## [38,] -1.579927185 2.1141975305 0.413203973 -0.1630025427 -1.039260e-01
## [39,] -0.512154997 -0.0981361703 -0.439924654 -0.0839061526 9.561678e-02
## [40,] -2.614974529 -1.6009880228 -0.009435182 0.2971333940 -7.980822e-02
## [41,] 0.111802328 -2.1379917626 0.589326739 0.0034939937 2.042304e-01
## [42,] -1.020892584 -0.6381515179 0.245608393 -0.0771054954 7.456047e-02
## [43,] -0.706472589 -0.9462724051 0.086936043 -0.0335921870 1.405444e-01
## [44,] -0.394206396 -3.1686575400 1.701636096 0.2843600801 1.162792e-01
## [45,] -0.235643804 1.5801010773 0.291119194 -0.1206992478 1.004006e-02
## [46,] -1.635471292 0.3896727296 1.153514690 -0.0876888576 5.433820e-02
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## [433,] -1.473178641 0.3390498715 -1.134143631 0.0167018157 -1.306743e-02
## [434,] -0.654685439 -0.0824197888 -0.567145793 -0.0699600029 9.892376e-02
## [435,] -1.126631883 0.7992242231 -1.228407357 0.0943398090 -4.918475e-03
## [436,] -3.572154309 1.8368128445 0.520833012 -0.1376655893 -4.763008e-01
## [437,] -0.462881898 -0.4467444346 -0.072562861 -0.0962039147 1.190893e-01
## [438,] -0.114093778 -0.4581672039 -0.078379015 -0.1397151239 1.070048e-01
## [439,] -0.048558407 0.5779135674 -0.560622898 -0.0429772989 4.944672e-02
## [440,] 0.094847076 -2.6292801385 1.636168186 0.0883654032 1.471289e-01
## [441,] -2.162040475 -0.5264439335 -0.094002645 0.0309644512 -7.962499e-02
## [442,] -1.552458835 -0.6383996401 0.571811735 -0.0085546253 2.848615e-02
## [443,] -1.762814305 -0.3858194421 0.469364557 0.0216473521 2.844700e-02
## [444,] -0.913695379 0.5438676905 0.080751661 -0.1089886105 6.347953e-02
## [445,] -1.115358825 0.0537899587 0.564264099 -0.1237439580 5.310365e-02
## [446,] -1.663233120 -0.9558061155 0.823957006 0.1267155183 8.372693e-02
## [447,] -0.196415235 -1.2625050487 0.078466546 -0.0631923349 1.675455e-01
## [448,] -1.260445524 1.1347518629 -0.531732703 0.0243634689 6.186458e-02
## [449,] -1.804714856 2.0846817873 0.166840749 -0.0942113664 -8.180067e-02
## [450,] -3.129403167 -1.3881524868 0.791038661 0.4514390941 -1.627122e-01
## [451,] 3.070152277 0.3595555422 -1.293129681 0.6146339894 3.353782e-02
## [452,] 1.896679736 -0.2396617828 -0.683322282 0.0615131786 1.823304e-01
## [453,] 0.697555009 0.2710436010 -0.870366494 0.0963814815 1.363519e-01
## [454,] 0.523611096 -0.2833828855 0.014978602 -0.1833324217 8.347573e-02
## [455,] -0.886207983 2.1973745016 0.658698601 -0.1390402345 6.123420e-02
## [456,] 3.403410197 -0.7713030237 -0.164566882 -0.1977464680 -1.389694e-01
## [457,] 2.682417247 -0.1407307396 -1.138418671 0.2593197657 6.267465e-03
## [458,] 1.655761419 1.4420122308 0.699509677 -0.1377890647 -2.636749e-02
## [459,] 1.570144371 -2.6620714890 2.330698843 -0.1370067817 1.866270e-01
## [460,] 0.890861787 3.6071948929 1.979680667 -0.0554407834 2.182928e-01
## [461,] 1.340036827 1.1661491345 0.510455364 -0.1521192461 -7.471963e-04
## [462,] -0.594927046 2.3244071217 -0.351373098 0.2782455577 1.387207e-01
## [463,] 2.664020820 0.6596370777 -1.627251427 0.8616432287 6.657500e-02
## [464,] -2.544649121 -0.6890988996 -2.496166329 0.2048577675 -4.119012e-02
## [465,] 2.293183603 2.0482705466 0.147729434 0.3881768301 -1.968959e-02
## [466,] -0.915048986 0.7004095647 -0.661455934 -0.0211220482 2.563517e-02
## [467,] 1.296855787 2.7832933192 0.625128805 0.2702058576 7.082041e-02
## [468,] 5.289947390 0.9253770453 0.158277803 0.4157967213 -4.438583e-01
## [469,] 4.343778546 0.1497901224 -0.014831078 0.0856988972 -2.173064e-01
## [470,] 5.784395789 -0.2946415849 -0.856869594 0.5891364605 -3.044976e-01
## [471,] -0.834689357 1.4743195047 -0.425056015 0.0203218223 3.180652e-02
## [472,] 1.546117199 -1.3471086477 0.445875108 -0.2926813318 6.034043e-02
## [473,] 1.193398958 -0.1883832299 -0.150882754 -0.1458662729 7.956989e-02
## [474,] 3.786911737 0.5109275719 0.689642307 -0.1647635115 -1.929973e-01
## [475,] 0.029480522 0.9641809454 0.181392209 -0.1469482522 5.111774e-02
## [476,] 4.492484100 -0.6478006762 0.589631755 -0.3438133842 -2.692260e-01
## [477,] 2.211150330 0.0015775736 0.318434462 -0.2185848420 2.497886e-02
## [478,] 1.137275128 -0.6742143436 0.818736192 -0.2774276747 1.576485e-01
## [479,] 2.483353258 1.4729785823 0.860692222 -0.1401565773 -1.289501e-01
## [480,] 5.660409708 -0.3323832106 1.991935990 -0.4692254977 -1.012193e-01
## [481,] 2.999114162 1.5677632396 0.827630895 -0.0174710085 -1.343299e-01
## [482,] -0.767144665 -0.5497277284 1.053648237 -0.0985636020 1.093098e-01
## [483,] 1.519983400 -0.9774254988 -0.337145422 -0.1370804660 1.322040e-01
## [484,] -0.208320894 -3.1075039114 1.681240325 0.2913010051 2.487884e-01
## [485,] 3.325322402 -1.8997909266 0.436167207 -0.2885910291 1.148434e-01
## [486,] 0.030682756 0.0020957536 -0.607281558 -0.0296952544 1.241363e-01
## [487,] 1.055977703 -0.7905054456 -0.137428550 -0.1360835211 1.666857e-01
## [488,] 9.528914641 2.6149479638 2.099985492 1.6056311374 5.796232e-01
## [489,] 0.485561333 0.5868572437 -1.503395336 0.3594051481 1.281021e-01
## [490,] 0.194402965 1.9551388307 0.493840961 -0.0899826530 -4.541255e-03
## [491,] 3.797847790 -2.4944320308 1.825772320 -0.5616383889 -1.420302e-01
## [492,] -0.337348262 0.8129862905 0.051461840 -0.1240093889 7.377642e-02
## [493,] 0.821856746 0.1029057916 0.474418485 -0.2261354618 1.055195e-01
## [494,] -0.508792466 0.9585528951 -0.430654515 -0.0118111169 7.133410e-02
## [495,] 0.001262612 0.5683745980 -0.812010844 0.0298532513 4.426327e-02
## [496,] 3.187542953 -0.1465103994 -0.029071759 -0.1081106432 -6.018029e-02
## [497,] 1.834824802 1.5438876509 0.283502593 0.0509763193 -2.336394e-02
## [498,] -0.411884150 0.8321638720 -0.365899322 -0.0305648706 7.922842e-02
## [499,] 2.377090761 3.1560045496 1.382575011 0.1999140343 -1.001985e-01
## [500,] 0.958116014 0.9897804165 0.530462864 -0.1790117880 4.437420e-02
## [501,] 2.315538514 -3.5980551031 1.780666806 -0.1946012994 9.209679e-02
## [502,] 4.101046423 -0.6878901167 -1.147796478 0.2688850042 -1.282866e-01
## [503,] -0.614173759 1.1509351490 0.435537609 -0.1617148199 3.595938e-02
## [504,] 2.964650711 0.3402968342 0.457875781 -0.1877635717 -6.558297e-02
## [505,] 0.687525449 2.9766001302 0.924400811 0.0626412928 -3.645185e-02
## [506,] 1.295056127 2.1430648499 1.144458058 -0.1642486147 -1.152635e-02
## [507,] 7.441486911 5.3282253320 3.025320054 2.0067482921 -5.417474e-02
## [508,] 5.720462848 -2.0240697528 -0.513047622 -0.2429467318 -4.925089e-01
## [509,] 2.950690461 2.3134858525 0.682031267 0.3130980859 -1.554989e-01
## [510,] 4.605496157 0.2795230746 -0.959584741 0.6999153256 -1.245899e-01
## [511,] 0.125552623 2.1055221321 1.013453545 -0.2099434863 2.051511e-02
## [512,] 0.146218262 1.9744162145 0.543068071 -0.0548702755 9.278775e-02
## [513,] 0.740187096 -0.7931107313 0.301393482 -0.1750330307 1.582330e-01
## [514,] 0.053040987 1.5609670206 0.347310440 -0.1148590519 3.415373e-02
## [515,] 3.920349884 -0.9879734379 0.036221558 -0.2830864410 -1.761371e-01
## [516,] 4.886684408 -1.8672397564 0.042152511 -0.3430260830 -2.434826e-01
## [517,] 5.749203855 -1.0312754289 0.006754908 -0.1051945143 -3.691100e-01
## [518,] 0.682630818 0.2244012221 -0.148983816 -0.1285456613 8.415508e-02
## [519,] -0.859890661 1.6408919998 -1.054432683 0.2487135158 7.917823e-03
## [520,] 0.061501432 -0.1922693206 -0.742996114 -0.0383980142 1.173586e-01
## [521,] 3.792478800 0.3276246986 -0.500391863 0.2789624688 -1.592966e-01
## [522,] 0.125735724 0.5574240001 -0.728307531 0.0570700355 1.216876e-01
## [523,] 4.781115339 -0.4297554065 -0.946431459 0.3810389413 -1.798930e-01
## [524,] 1.477043637 -0.0876062959 -0.803898198 0.0689765570 1.225556e-01
## [525,] -1.591500225 0.4882524725 -0.799781066 0.0121029048 2.506450e-02
## [526,] 1.822943308 1.1036205721 -0.164869889 0.1399203294 9.425553e-02
## [527,] -0.857963718 0.3244492620 -0.731286964 -0.0074895837 8.618469e-02
## [528,] 3.896260987 -0.7604016553 0.222401478 -0.2261211617 -9.858607e-02
## [529,] 2.038628464 1.3910324628 -0.106244811 0.2419639252 9.752993e-02
## [530,] -0.260684190 1.9478363100 0.950182210 -0.2018723316 5.848550e-02
## [531,] 0.640226822 0.9232345833 -0.181829875 0.0891157359 2.514474e-01
## [532,] 1.440752796 1.4369226565 -0.558963760 0.3675207157 8.733704e-02
## [533,] 0.142737992 1.2915698132 0.573974716 -0.1399978744 1.589188e-01
## [534,] 2.494352323 -0.7725768727 -0.073707419 -0.1398256127 1.425334e-01
## [535,] 4.152367409 -0.3640212532 -1.551003994 0.6105661606 -1.213552e-01
## [536,] -0.280160677 1.0224336924 0.225488180 -0.1564487160 6.359124e-02
## [537,] 0.624514817 4.0779980830 1.568748405 0.1603747078 -7.074444e-03
## [538,] -0.175478203 -0.3332412811 -0.877983296 -0.0333101987 1.303867e-01
## [539,] 3.358348237 0.4646337361 0.605435366 -0.1199267632 1.174934e-02
## [540,] 1.195322678 2.9149679655 0.996333694 0.1081377139 5.977178e-03
## [541,] 4.404762174 -0.6127407862 -2.148501872 0.8862237698 -1.544376e-01
## [542,] 5.332198719 0.0142728380 1.234560106 -0.3843743568 -4.278385e-01
## [543,] 2.968228006 -0.4016655793 -0.727858832 0.0908081950 1.543828e-02
## [544,] 1.548147249 -1.7495511925 -0.694663615 -0.0989136378 1.753165e-01
## [545,] 1.064352790 0.2118198761 1.038703628 -0.2530054078 1.802336e-01
## [546,] -0.781005600 0.9160138402 0.115488641 -0.0969420436 1.215233e-01
## [547,] 0.122790183 -0.9089749218 1.555507596 -0.1026142775 2.932492e-01
## [548,] 1.797366259 -0.6701481012 0.230577320 -0.1770229122 2.601351e-01
## [549,] 2.483197335 1.6542371729 -0.148248554 0.4360988733 1.927645e-02
## [550,] 0.651766691 0.4668670546 -0.972163273 0.1301305789 9.207215e-02
## [551,] 0.295553846 0.0434264370 0.363898581 -0.1434271693 1.835790e-01
## [552,] -0.790370976 0.2389395634 -0.879895403 0.0609163675 1.581595e-01
## [553,] 5.363353700 -3.0995966017 0.988262138 -0.5989591276 -3.142661e-01
## [554,] -0.014975916 0.3708558810 -0.420359635 -0.0435329814 1.043570e-01
## [555,] -0.368388486 1.0300529944 0.125851795 -0.1013636328 9.119684e-02
## [556,] 1.965024143 -0.3340158937 -0.038528586 -0.1413999334 1.493370e-01
## [557,] 0.765354559 -1.3338127321 0.180647277 -0.1951840393 1.212866e-01
## [558,] -0.078344968 2.0956563059 0.092318538 0.0258262429 -1.180256e-02
## [559,] -0.277117164 -1.9127277199 1.036462181 0.0053415116 1.673197e-01
## [560,] 2.686060806 -0.9957573340 0.799730744 -0.3766789673 5.707003e-02
## [561,] 4.394581584 -1.9375268306 -0.908691433 -0.1462416646 -2.199942e-01
## [562,] 2.944092948 -0.9201330176 -0.177985269 -0.1789650985 -8.408023e-03
## [563,] 0.433774555 2.1333989930 -0.160999785 0.2270324441 2.194196e-02
## [564,] 1.756340102 -0.1582375732 0.594869455 -0.2424425602 1.174310e-01
## [565,] 1.329189824 1.1540855548 0.123542346 0.0383046110 1.530244e-01
## [566,] 2.610718770 -0.4694285196 -0.371503401 -0.1094707130 -2.890161e-02
## [567,] 1.654308480 0.2762183504 -1.015236285 0.2200169965 7.820121e-02
## [568,] 3.507304724 -0.9502977070 -0.976661804 0.0533373764 -1.030902e-01
## [569,] 2.295014839 1.6844730180 0.774513854 0.0181038510 1.186811e-01
## [570,] 0.710746219 1.1266464275 -0.372677739 0.1180477479 1.519957e-01
## [571,] 1.172640160 0.0047270292 -0.434758594 -0.0042843870 2.536898e-01
## [572,] -0.233493013 1.1348169858 0.535525899 -0.2263543941 -5.164620e-03
## [573,] 0.455731394 -0.1502553011 -0.323200858 -0.1064734212 1.336904e-01
## [574,] 4.465199975 1.7829855429 1.099733387 0.1060690953 -3.769434e-01
## [575,] 5.747245236 1.4638508504 0.646404245 0.4861769806 -4.868679e-01
## [576,] 3.239729864 0.7008489644 0.769217259 -0.2171623380 -1.372046e-01
## [577,] 1.433973968 0.3783613300 -0.416334117 0.0555849020 1.509522e-01
## [578,] 2.499665568 0.0317784995 -0.527193261 0.0362943726 -3.051076e-02
## [579,] 2.414656261 0.4741685090 0.647211463 -0.2126585017 -4.286837e-03
## [580,] 2.811106502 2.6973111372 1.467523921 0.0312306215 -1.806666e-01
## [581,] 5.915339361 -1.6192135812 -1.044674747 0.1688801902 -3.132587e-01
## [582,] 5.485182368 -2.5374385185 0.017240218 -0.4357354192 -3.909432e-01
## [583,] 3.131100802 -0.6282711048 -0.869865166 0.0644341919 -4.168931e-02
## [584,] 2.045506072 -0.7570952603 -0.422664873 -0.1362099395 4.557843e-02
## [585,] 1.004998350 0.6045573949 0.118806358 -0.1022239594 1.042719e-01
## [586,] -1.365314118 0.1371597064 -0.978972399 0.0300050807 5.846530e-02
## [587,] 4.014733238 -0.4765663991 -0.461182857 0.1044917591 -1.180420e-02
## [588,] 0.642067950 -1.1226105274 0.321605352 -0.1599587492 1.929927e-01
## [589,] 1.620834603 -0.0103629436 -1.188771155 0.2222123093 1.176434e-01
## [590,] 1.363216592 0.0274794232 -0.958507505 0.1583484254 2.196503e-01
## [591,] 4.348218637 -2.0609206769 0.511035449 -0.4321084118 -1.106386e-01
## [592,] 1.155994695 -0.6765662646 -0.521329891 -0.1206824178 9.531953e-02
## [593,] 2.618152304 0.9042721909 -0.338352496 0.2582463385 -1.612994e-02
## [594,] 1.976259306 -0.5542389994 -0.416739764 -0.1258934095 5.142920e-02
## [595,] 2.742651377 0.3828403623 -0.052257581 -0.0016479192 3.666189e-03
## [596,] 0.072253015 0.9306371547 -1.195296475 0.2878087563 1.426326e-01
## [597,] -1.704948620 -1.3016211774 0.440185518 0.0950931896 -2.000508e-03
## [598,] 1.147889100 -0.8730408669 -0.463399022 -0.1390853638 9.519479e-02
## [599,] -0.137397907 -1.2056966463 1.159178012 -0.1375795040 9.827297e-02
## [600,] 3.606028275 1.0038165053 1.435417451 -0.3395447163 -1.782190e-01
## [601,] 0.859666407 3.0960814151 1.002854983 0.0895322704 -2.770181e-02
## [602,] 2.304640400 -0.4366503075 1.497183057 -0.4060924153 8.918993e-02
## [603,] -0.289535191 1.0385690969 -1.211782519 0.2473356174 9.337756e-02
## [604,] 2.573823470 -0.6607272528 -0.389733709 -0.1184569791 4.797669e-03
## [605,] 0.902385628 0.3433774147 1.146484947 -0.3408540254 6.581530e-02
## [606,] 4.241612533 -0.0347750124 0.091247426 -0.0781617745 -2.890431e-01
## [607,] -0.352948430 0.6080484202 1.389253417 -0.2607519571 9.462819e-02
## [608,] -1.365526244 2.2936378152 -0.082452498 0.0156378582 -2.758526e-02
## [609,] 1.225663424 0.3189340836 -1.178048602 0.3234697277 2.515614e-01
## [610,] 2.129533486 1.2058660214 0.178647402 0.0863448873 4.540788e-02
## [611,] -0.144387983 -0.3611237412 0.226948488 -0.1944539526 6.923978e-02
## [612,] -0.692908945 0.9118419027 0.102944059 -0.1710432649 -2.218672e-02
## [613,] 2.438301169 0.3734845245 -0.839537665 0.2521162271 -2.138532e-02
## [614,] 1.567827083 -0.9916419030 0.131815449 -0.2040927196 1.441440e-01
## [615,] -1.567719092 -0.3240324831 0.487401740 -0.0619526779 -2.053341e-02
## [616,] 0.991783563 -1.3513381849 -0.501118427 -0.1276126710 1.519954e-01
## [617,] 5.138040616 -2.6243973092 0.135858100 -0.4856358352 -3.405921e-01
## [618,] 2.147660072 -0.9512965852 0.156823094 -0.2858502305 2.088230e-02
## [619,] 1.120805097 -0.3899212876 -1.028189385 0.0310752741 1.140158e-01
## [620,] 1.521612153 0.7783736352 -0.539617116 0.1463745830 5.364772e-02
## [621,] -0.228209552 0.5315570248 -0.428032921 -0.0086804405 1.338090e-01
## [622,] 3.153318494 1.3405106170 0.280033283 0.2304915089 1.630423e-02
## [623,] 5.289696783 -1.7878057306 -1.136549682 0.0739892715 -2.954568e-01
## [624,] 3.055623938 0.7000696593 -0.977307876 0.5496610118 -4.368876e-02
## [625,] -0.343277972 1.5310416378 -0.034648674 0.0406796741 1.633907e-01
## [626,] 0.793480653 0.5125135239 -0.199844685 -0.0630400395 1.107434e-01
## [627,] 1.321791166 0.7722701528 -1.143726494 0.4184618109 1.562089e-01
## [628,] 0.884110720 -1.0025828189 -1.201485136 -0.0083490853 1.200076e-01
## [629,] 1.004261359 -0.6834902405 -0.246340752 -0.1162386142 1.621080e-01
## [630,] 0.120848417 0.6411285622 -0.222443065 0.0118166384 1.959227e-01
## [631,] 0.784963457 0.1625646837 0.091187206 -0.1698832021 9.652225e-02
## [632,] 0.593727853 1.1309331543 -0.361253723 0.0929492277 9.840475e-02
## [633,] -0.003825498 0.2726309286 -0.771427919 0.0283743044 1.212860e-01
## [634,] -1.730444297 0.9640819660 -0.762084480 -0.0168017203 -5.407522e-02
## [635,] 4.559915937 -0.1459599170 -1.544561879 0.7995248468 -1.505249e-01
## [636,] -0.966085346 -0.4059339961 -0.292831022 -0.0645054952 9.806881e-02
## [637,] 0.926772802 -0.9287116433 -0.999910618 -0.0421554209 1.083822e-01
## [638,] 3.882175384 -0.7709390220 -0.913414601 0.1581408129 -5.949879e-02
## [639,] 0.904113708 0.3064117322 0.017612692 -0.1574823019 5.366869e-02
## [640,] -1.342008088 -1.3813429771 0.841772702 0.3213848145 3.790869e-01
## [641,] 0.531865765 1.4208865538 0.093829482 -0.0172527303 5.217047e-02
## [642,] 2.409326874 -0.5516209765 -0.825607747 0.0108382966 2.282815e-02
## [643,] -0.237102611 -0.1701564469 -0.596771663 -0.0762868309 1.098508e-01
## [644,] 1.131886977 -0.0059332250 -0.521848080 -0.0581110773 7.196016e-02
## [645,] 1.688998321 -1.5872675477 -0.244512852 -0.1929264194 1.386601e-01
## [646,] 1.511020306 -0.5793912954 -0.122410614 -0.2001451274 5.912539e-02
## [647,] 0.117918316 0.2584376731 -0.913880099 0.0209072631 6.511681e-02
## [648,] -0.338935585 1.0750335837 0.332883523 -0.1870088132 1.111491e-05
## [649,] -0.621264099 0.3955702748 0.458391226 -0.2032906474 2.676083e-02
## [650,] 1.341009421 -0.7939603074 -0.418834676 -0.1439703763 7.863134e-02
## [651,] 5.107298298 -1.9755814590 -0.862260781 -0.1448195739 -3.699758e-01
## [652,] 1.217491455 0.7920304496 0.018800149 -0.0299691122 1.162703e-01
## [653,] 0.832375817 0.6439493492 -0.150140553 -0.0869332030 4.767236e-02
## [654,] 0.854790328 0.5212287753 -0.749519933 0.0898369311 1.055051e-01
## [655,] 4.345705213 -0.4432337237 -0.309701714 0.0116166407 -2.202732e-01
## [656,] -1.036039506 -0.2266307511 -0.060569024 -0.0981116013 3.161870e-02
## [657,] 4.221293456 -0.3266731923 1.481187749 -0.5837373004 -2.828803e-01
## [658,] 5.415616330 -0.4444765285 -0.872307777 0.4065795214 -3.787395e-01
## [659,] 0.266639380 -0.4528836606 -0.029804131 -0.1583582467 1.216952e-01
## [660,] -0.019678335 1.0334061540 0.309233928 -0.1496396227 6.463472e-02
## [661,] -1.820733943 0.7127119033 -0.685581851 -0.0291138173 -4.627301e-02
## [662,] 3.545420476 0.0409821222 0.391609519 -0.1324684690 -1.184540e-02
## [663,] -2.996100896 -0.2330420160 -0.123889482 0.0906580687 -2.218471e-01
## [664,] -0.097499891 0.7645984357 -0.047763462 -0.1037384718 7.963974e-02
## [665,] 1.449716631 1.0071723131 -0.663638532 0.3000528921 1.362942e-01
## [666,] -0.143412608 -0.5989202478 0.267649617 -0.1329792654 1.400725e-01
## [667,] 4.336608081 -1.9010741351 0.111804533 -0.3882614240 -2.103698e-01
## [668,] 1.044408493 -0.7991689833 -1.182350844 0.0575486863 2.145182e-01
## [669,] 6.038757971 -0.8276075312 -0.870782837 0.3643234042 -4.468562e-01
## [670,] 0.479439818 -1.0278572448 0.689194549 -0.1624130749 1.884913e-01
## [671,] 3.856140669 -0.2519547796 -1.105632912 0.3822533008 -6.771098e-02
## [672,] 5.108712440 -0.0803569564 -0.284848873 0.2490975660 -2.617954e-01
## [673,] 0.849808786 0.9500705587 -0.298360512 0.0550862733 1.116930e-01
## [674,] 1.061008982 1.5041747239 0.712088240 -0.1344154665 6.473736e-02
## [675,] -0.416972800 1.0101923473 -0.449483769 -0.0457826041 -1.961840e-03
## [676,] 1.536022202 0.5940531842 0.069940763 -0.0712391133 8.497506e-02
## [677,] -1.840436503 1.2087074473 0.298534875 -0.1595106171 -4.503512e-02
## [678,] 3.179580315 -0.2440778798 -0.877668648 0.1702236710 -7.825609e-02
## [679,] 4.704683346 -1.4910644922 0.078608050 -0.3070289513 -2.385283e-01
## [680,] 2.450427510 -0.1849814521 -1.273021097 0.3163536819 8.963521e-02
## [681,] -0.724045011 -0.9465020128 -0.301320350 -0.0455956264 1.212635e-01
## [682,] 3.851248702 -0.0919535292 -0.875594851 0.3018542747 -1.664598e-01
## [683,] 1.822044360 3.4009028533 1.309873841 0.2324837213 -7.438123e-02
## [684,] -1.275578747 0.3292763230 -0.501704334 0.0001817087 1.144698e-01
## [685,] 0.244074132 -0.1211934838 -0.829143350 0.0082191218 1.586355e-01
## [686,] 0.700799245 -1.3841111315 0.720802380 -0.1970909141 1.805875e-01
## [687,] -1.279224973 0.0986541661 -0.577250613 0.0462825114 1.619896e-01
## [688,] 2.642560857 0.8422719376 -0.660135370 0.4019454259 3.000604e-02
## [689,] -1.851757581 -0.4691876785 1.688719020 0.0960779366 -9.890767e-04
## [690,] 0.319046249 1.1621352910 0.308710905 -0.1439035008 2.486342e-02
## [691,] 0.448874325 1.9181237495 0.568197428 -0.1144495473 -3.088605e-02
## [692,] 3.096727796 1.5366303855 1.215285281 -0.2239073474 -2.190344e-01
## [693,] 2.575253037 -0.2384659494 0.833622470 -0.2278950093 3.824370e-01
## [694,] -2.089992800 0.7443761377 0.097295754 -0.0533812962 -5.077182e-02
## [695,] 6.988994213 2.6880341790 2.359524618 0.7234914291 6.401317e-01
## [696,] 0.327391347 1.6139759709 0.813219463 -0.2169206660 2.953831e-02
## [697,] 0.221656724 -0.4173407739 -0.118207633 -0.1596512066 1.108965e-01
## [698,] 0.012155373 -1.5868446689 0.826242363 -0.1145119784 1.032403e-01
## [699,] 0.391957398 -0.1986337630 -0.310586315 -0.1456748415 7.128679e-02
## [700,] 2.358339250 0.7759228965 -0.402602519 0.2143693792 5.768251e-02
## [701,] 1.933449995 -0.1736410259 -1.167485855 0.2275539214 1.586063e-01
## [702,] 3.193759233 -1.6021097256 -0.810200841 -0.1586196773 -8.614520e-02
## [703,] 3.582571526 0.1316637005 -0.845033233 0.3825484419 1.264377e-02
## [704,] 2.820146786 0.9365317021 0.569437958 -0.0948817457 -3.559514e-02
## [705,] 2.664087919 1.7314279239 0.240579534 0.2691152418 -6.872048e-02
## [706,] -0.125608890 0.6326994388 -0.352614634 -0.0511560974 1.268487e-01
## [707,] -1.567333010 -0.3704885078 -0.452586099 0.0200142936 6.753671e-02
## [708,] 0.625883581 -0.4374568075 -1.033419361 0.0467704296 1.854944e-01
## [709,] 6.500561728 -1.7178752292 -0.786286725 0.0290042620 -5.868571e-01
## [710,] 1.219774303 -0.2009822360 -0.008127337 -0.1623433390 1.126652e-01
## [711,] -1.046591561 2.0165980038 0.043864640 -0.0770149978 -6.949917e-02
## [712,] 5.449905342 -2.2910306160 -0.316814389 -0.3513912691 -4.252050e-01
## [713,] -0.001188612 1.4656929954 -0.652029889 0.2166855993 1.187061e-01
## [714,] 1.118102625 -0.1517616989 -0.720239984 0.0106929261 1.330932e-01
## [715,] 0.420564221 2.1688442467 0.906896157 -0.1286017236 6.453208e-02
## [716,] 0.592260830 -0.6424000645 -1.424453346 0.0654174742 1.090592e-01
## [717,] 1.259150920 2.1682161316 0.110938253 0.3212620791 1.446489e-01
## [718,] -1.654667513 0.0505349794 -0.832125869 -0.0312315305 -3.756111e-02
## [719,] 0.043121588 0.1905310894 -0.934356550 0.0519816508 1.192899e-01
## [720,] 1.476170269 0.3950396202 -0.221041133 -0.0277606274 8.184623e-02
## [721,] -1.155391001 0.1769767869 0.305659895 -0.1204343669 2.324286e-02
## [722,] 0.532049460 0.7002460258 -0.675903760 0.0795471848 7.901314e-02
## [723,] 2.325745254 -0.4670188240 2.144535376 -0.2960262983 3.423055e-01
## [724,] 0.652288046 -1.1846991047 -0.276007289 -0.1348261920 1.391903e-01
## [725,] 0.586943861 -0.1785084635 0.012562477 -0.1580332584 1.188311e-01
## [726,] -0.210410105 0.6300666313 -0.469929707 -0.0287217456 7.752697e-02
## [727,] 0.116346884 0.1727023130 -0.181331064 -0.1192693823 1.349575e-01
## [728,] 1.705126160 0.8687617022 -0.336892218 0.1088799508 3.003688e-02
## [729,] -1.845501461 0.7260201719 0.614008435 -0.1334598893 -3.435007e-02
## [730,] -0.249259308 0.3890608348 0.567225479 -0.1743595980 1.045793e-01
## [731,] 0.385543883 1.4629488549 0.513205674 -0.1834791287 -2.508803e-02
## [732,] -0.158308094 -0.1108480389 0.713569279 -0.2202735378 8.522330e-02
## [733,] 1.180639981 2.3529469850 0.907215469 -0.0114620585 2.671027e-02
## [734,] 0.979132814 -0.3460007802 -0.836515003 -0.0322825237 7.618889e-02
## [735,] 0.706941544 0.1478094974 0.212158014 -0.2467428901 7.104955e-03
## [736,] 2.117242011 0.0273790264 1.207241859 -0.3509411340 1.087459e-01
## [737,] 1.854322999 0.8584352077 1.111121765 -0.2754294542 4.902009e-02
## [738,] -2.312112869 0.2434248046 0.526323274 -0.0058423465 -6.523906e-02
## [739,] 4.035208712 -0.9713316041 -0.372631460 -0.0889655313 -1.108698e-01
## [740,] -0.040197901 0.1587073168 -0.278654747 -0.0774089668 1.278666e-01
## [741,] 1.704611751 2.2069234879 0.893422897 0.0106750042 -8.912395e-03
## [742,] 2.220460099 1.8341024069 -0.558955723 0.6710040289 2.873415e-03
## [743,] 1.383609493 0.2796771590 -1.089369849 0.2191379649 1.016909e-01
## [744,] 1.055199228 -0.1586979845 -0.334166846 -0.0258347534 2.055842e-01
## [745,] -1.888911186 0.8715435584 0.683959442 -0.1372882187 -5.823110e-02
## [746,] -0.221411546 0.4951048316 -1.268682930 0.1689320381 1.152311e-01
## [747,] 2.482930352 2.1304273810 0.951441659 0.1055143643 3.153008e-02
## [748,] 3.313533798 0.3442073333 -1.307968410 0.6680368081 -2.692693e-04
## [749,] 0.472035697 1.4310699685 1.501439912 -0.1910659330 3.453296e-01
## [750,] 0.716996531 0.4013799309 -0.286733347 -0.0659149274 9.557239e-02
## [751,] 1.070876340 0.0628353224 0.365967118 -0.2405976564 3.982903e-02
## [752,] 4.702546872 -1.3020699129 0.199000097 -0.2888682161 -2.154424e-01
## [753,] -2.069227729 0.5351395393 -0.971666243 0.0397730155 -3.433332e-02
## [754,] -0.162136842 1.1352842484 0.109628606 -0.1213994091 5.274791e-02
## [755,] 1.933530090 2.4967983841 1.184830036 0.0344240170 6.261807e-02
## [756,] 4.421404316 -0.5138756430 -0.841015220 0.2289391663 -1.964768e-01
## [757,] 3.217259315 -1.1764560345 0.467412961 -0.3168081735 2.948783e-02
## [758,] 0.785673897 0.5986633484 -0.332971828 -0.0202023409 8.657075e-02
## [759,] 0.589098439 -0.2336647114 1.824266130 -0.3141566261 1.801904e-01
## [760,] 2.194199753 -1.2024330607 -0.272668235 -0.2351891198 1.569087e-02
## [761,] 2.556813733 -0.3751148731 0.396445123 -0.2402030220 7.744060e-02
## [762,] -0.944143119 -0.0706238531 -0.347967062 -0.0070644768 1.619877e-01
## [763,] 1.343123450 1.1741337962 0.784170665 -0.2679564772 -6.942890e-02
## [764,] 1.407062140 0.9254665884 0.647336098 -0.2279387230 -8.425923e-03
## [765,] -0.399371130 0.7093790957 1.071812463 -0.2373926211 8.748021e-02
## [766,] 2.035233612 0.2813334991 -1.000592227 0.2375484840 1.141578e-02
## [767,] 0.123420916 0.1754595173 -0.311052854 -0.0616441977 1.315309e-01
## [768,] 2.862633224 0.2735853364 -1.346666101 0.5335429740 -1.188420e-02
## [769,] 4.861682714 1.6031068712 0.904819703 0.2158476690 -3.914065e-01
## [770,] 4.911122677 -2.5739794837 0.071436898 -0.5033980913 -3.846338e-01
## [771,] 2.216947858 -0.9854377022 0.528460735 -0.3291862035 5.223733e-02
## [772,] 4.268268427 -1.9949582556 -0.509046685 -0.2448433206 -1.845897e-01
## [773,] -0.671722340 2.0227789573 0.045153558 0.0276922096 6.333750e-02
## [774,] 1.082772559 -0.7149746277 -1.302116388 0.0446401810 8.928070e-02
## [775,] -0.078164109 1.7365880486 -0.552040761 0.2315202951 8.973639e-02
## [776,] 0.061024132 -0.9329684274 -0.723317859 -0.0321491164 1.761288e-01
## [777,] 4.016487756 -1.3768882773 -1.090876828 0.0680824966 -8.480899e-02
## [778,] 4.444321343 -1.9608039083 0.907077824 -0.5362322509 -2.372185e-01
## [779,] 3.366828225 -0.1112076531 0.059650019 -0.1199319069 -2.216478e-02
## [780,] 1.115372169 0.6549230699 -0.470336606 0.0083447304 9.169765e-03
## [781,] -0.717930669 0.4705044186 -1.023278465 0.0535137219 6.962113e-02
## [782,] 4.068807573 -1.1276988493 -0.363424698 -0.1684993844 -1.968934e-01
## [783,] -1.981488675 1.2122286930 -1.234533089 0.1245937842 -3.173380e-02
## [784,] 1.076413566 0.1746111658 -1.281668231 0.2176967250 9.063457e-02
## [785,] -0.109517260 0.2883310054 -1.095825485 0.0834032922 1.053096e-01
## [786,] -1.351885780 0.0245374762 -0.120170448 -0.0578223301 5.953451e-02
## [787,] 3.020510193 -0.3066248433 -0.522123712 0.0239721058 -4.721606e-02
## [788,] 1.254816418 0.2125480888 -0.233283980 -0.0398799823 1.594759e-01
## [789,] 2.073287069 -0.5063254371 -0.635060571 -0.0504711219 2.931692e-02
## [790,] 0.043729551 -0.3819300410 -0.585480753 -0.0796018853 1.248305e-01
## [791,] 1.025479964 -1.2228733426 -0.776895046 -0.1113893494 9.861365e-02
## [792,] 2.899324501 -0.2471920834 0.071206456 -0.0509127730 1.575842e-01
## [793,] 0.312726432 -0.4349565191 -0.957251112 -0.0096305985 1.290954e-01
## [794,] -0.241229644 1.5628399422 -0.353559140 0.0378935695 -8.871764e-04
## [795,] 1.131647704 0.4873329642 0.189314124 -0.1706429921 5.890079e-02
## [796,] -0.285913633 1.8480178502 0.335097335 -0.0311312490 1.259579e-01
## [797,] 0.050791993 -0.7995844756 0.353317842 -0.1261395638 1.608616e-01
## [798,] 0.541798194 1.2733065062 0.478846717 -0.1946923205 -1.186482e-02
## [799,] -1.060699344 -0.6803050302 -0.027863426 -0.0629718041 5.637563e-02
## [800,] 0.098223491 -0.8012579548 -0.326999892 -0.1353761912 1.256548e-01
## [801,] 2.824315662 -0.3676536464 -1.111708175 0.2028581681 3.318015e-03
## [802,] 3.703005261 -1.8617412876 -0.448842381 -0.2623862342 -1.298165e-01
## [803,] -0.089863563 4.0787584273 1.371019133 0.0823529511 -1.059149e-01
## [804,] 3.055857781 -1.1185293952 -1.743541751 0.2888930625 3.590245e-02
## [805,] 6.325069982 -2.1390041834 -0.299982660 -0.3162086730 -6.065681e-01
## [806,] -1.378241750 1.9071461886 -0.524916542 0.0584650044 -4.335536e-02
## [807,] 3.200822916 0.9865542579 0.282994333 0.0659190591 -1.256159e-01
## [808,] -0.499496031 0.3204239588 -0.019511903 -0.1939360141 -2.441626e-02
## [809,] 0.572691595 0.1669465278 -0.528973442 -0.0064961634 1.506168e-01
## [810,] 0.903261622 0.5472874036 -1.199555443 0.2661801002 1.076545e-01
## [811,] 2.092370250 0.5869373213 0.295662872 -0.1606293882 -3.312507e-02
## [812,] 0.189576676 0.4908199672 -1.219695545 0.1754127404 8.663807e-02
## [813,] 7.128640027 -0.8487483994 -0.131119349 0.0838859888 -7.876603e-01
## [814,] 4.023984809 1.5048368624 0.546387386 0.3650109544 4.210139e-02
## [815,] 0.386640824 1.4471734676 -0.573623869 0.2216482748 1.557142e-01
## [816,] 1.725737896 -0.1088847946 -0.360773888 -0.0712386236 6.417022e-02
## [817,] -1.182814898 0.1792830147 0.180838238 -0.1213676114 1.462972e-02
## [818,] -0.163795674 -1.1063554986 -0.120402441 -0.1241042151 9.792396e-02
## [819,] 0.557234723 0.0172017415 -1.031624981 0.0418819033 7.105651e-02
## [820,] -0.182659382 1.0757226041 -0.402879404 -0.0204285432 5.674562e-02
## [821,] 3.583478279 -1.6899708921 -0.951924786 -0.1163364785 -1.093537e-01
## [822,] 1.910119251 -0.6064039928 -0.490212104 -0.0784447905 1.252978e-01
## [823,] -1.397373734 -0.2639991535 -1.979248612 0.1339430559 2.908614e-02
## [824,] 1.101607493 -0.3538016155 -0.203010146 -0.1699770423 1.019490e-01
## [825,] 1.296895247 -0.6350849159 -0.438854665 -0.1469059664 8.783162e-02
## [826,] -1.624535758 -0.5829764969 -0.246047478 -0.0097245055 8.372423e-03
## [827,] -2.265215919 0.3152635224 -1.352610367 0.0568379951 -8.469915e-02
## [828,] -1.315583784 -0.2063808440 0.243957243 0.0378750152 1.796577e-01
## [829,] 0.065097974 -0.0245404733 0.650606584 -0.2343777743 1.706557e-01
## [830,] 2.718592225 3.0172088681 1.258843034 0.2245082219 -1.908658e-01
## [831,] 2.054303867 -0.7815448162 -0.477542836 -0.1020326730 8.269682e-02
## [832,] -2.671785399 -0.8860955956 1.814569009 0.3260744296 -1.509373e-01
## [833,] 0.029936306 -0.1080932213 0.148698978 -0.0902026445 1.974883e-01
## [834,] -0.528461107 -0.9279209773 0.382701127 -0.0093487018 2.039192e-01
## [835,] 3.204017996 0.3431623084 -0.131661479 0.0310459754 -1.132808e-01
## [836,] 0.617939396 1.6648420463 0.049672145 0.0703864526 1.016616e-01
## [837,] 7.478838503 4.6084239850 2.786821218 1.7117961237 1.777830e-01
## [838,] 2.935991790 -0.8586480163 -0.855046788 0.0062607281 2.816553e-02
## [839,] 0.021478631 -1.6943308630 0.433637552 -0.0645776154 1.496527e-01
## [840,] -1.184122709 -0.2796335497 1.067135374 -0.0907444057 4.090532e-02
## [841,] -2.420897440 -0.4895949928 -0.464780791 0.0863063832 -7.632603e-02
## [842,] 0.234480252 -1.0515465779 -0.249867564 -0.0915547935 1.883700e-01
## [843,] 0.958255234 -0.0526758532 0.306633329 -0.1715705023 2.158155e-01
## [844,] 0.573301415 -0.0167485912 0.259240027 -0.2040590055 7.813753e-02
## [845,] 0.572330322 -1.2000557253 -1.206640491 0.0219823709 2.286811e-01
## [846,] 3.392116991 -0.5649884310 -0.317478006 -0.0800202878 -6.596865e-02
## [847,] -0.709670912 -0.5341418075 -0.369178452 -0.0654256043 1.072618e-01
## [848,] 4.112407819 -1.3455515602 -0.559149978 -0.0979444031 -9.835131e-02
## [849,] 0.427507362 -1.2419514881 0.527774229 -0.2163564425 8.286405e-02
## [850,] 0.617557725 -1.7705697351 0.930499182 -0.1072028092 1.971960e-01
## [851,] 1.382815359 1.4737802462 -0.084344705 0.1437667167 5.247978e-02
## [852,] -0.645388855 0.4577870637 -0.470332981 -0.0724227443 3.431532e-02
## [853,] -0.542322280 1.1913650941 -0.950601166 0.1183870834 -8.755883e-03
## [854,] 2.326113044 0.5438417732 0.113141789 -0.1012802150 -5.015120e-02
## [855,] -0.343909483 1.5437253319 -0.220339967 0.0220146665 8.966890e-02
## [856,] 5.414001215 0.6391349186 1.198965915 -0.1085215706 -3.016960e-01
## [857,] 3.587816203 -2.1622561606 -0.445907188 -0.2518693125 2.721453e-02
## [858,] 1.681821607 -0.2770791479 0.757250968 -0.3972231561 -5.681602e-02
## [859,] -1.249942414 0.9264542697 -1.237925098 0.1378456103 7.185088e-02
## [860,] 2.737685113 0.0184916365 0.293758065 -0.1995402410 -4.984736e-02
## [861,] 3.882801770 -1.2834566093 -0.550525296 -0.1665778687 -2.033866e-01
## [862,] -2.155503662 -0.9393334059 1.507059258 0.2001386362 -7.977326e-02
## [863,] 0.884724832 -1.2187409702 -1.188077790 -0.0258470085 1.222022e-01
## [864,] -0.652786245 2.1473360767 0.326661676 -0.0666758138 1.064489e-02
## [865,] 2.522405849 0.4638429397 0.591338138 -0.2263605746 -6.524003e-02
## [866,] 3.430659622 -1.3878598020 -0.620608681 -0.1253179339 -2.581287e-02
## [867,] 6.581184302 -1.3714253092 -0.457017820 -0.0410182529 -7.011548e-01
## [868,] -0.795440846 1.1074294697 -1.159815672 0.1790095059 4.685186e-02
## [869,] 2.959869739 -0.7320951853 -1.193850364 0.1691372325 1.682996e-02
## [870,] 0.001651026 1.4999650779 -0.116468844 0.0396050550 1.478251e-01
## [871,] 4.637884578 -1.0400734583 -1.431767729 0.3018311369 -3.061388e-01
## [872,] 1.151884499 0.3644192369 -0.444814380 -0.0335238105 4.708675e-02
## [873,] -1.198065694 -0.5103024977 0.321292173 -0.0625505198 9.596510e-02
## [874,] 0.665281891 -0.0299886254 0.210568883 -0.1752842795 1.189726e-01
## [875,] 0.705842816 -1.1344838225 -1.205773584 -0.0327077810 1.322402e-01
## [876,] 0.397096262 0.7072488556 -1.336343644 0.2817048595 9.345315e-02
## [877,] 2.149179698 0.8763308953 -0.135660001 0.1332882190 9.458626e-02
## [878,] 2.158994580 -0.3743275358 0.274431129 -0.2341173724 8.626186e-02
## [879,] 3.562259367 -0.6601107849 -0.951055122 0.1361731133 -9.816147e-02
## [880,] 0.253963537 1.7514262818 0.098087318 0.0536367387 1.047631e-01
## [881,] 6.043016652 -4.4631798598 2.732392233 -0.3752573870 -3.958143e-02
## [882,] 3.440207831 0.6667288929 0.551535767 -0.1254045333 -1.791975e-01
## [883,] 1.306786105 0.0128444377 0.178318126 -0.2019034908 6.067062e-02
## [884,] 4.060524502 -1.6715639312 -0.677635973 -0.1840141349 -2.025094e-01
## [885,] 1.337817949 -0.4003536850 -0.584494890 -0.0797344788 9.510209e-02
## [886,] -1.748576448 1.3934414850 0.443765369 -0.2026542951 -1.248194e-01
## [887,] 2.648973008 -1.7798932382 -0.432113384 -0.2304677890 1.852582e-02
## [888,] 0.676346417 0.6800443203 -0.722675649 0.1108499303 9.491179e-02
## [889,] -1.106787095 -0.5383171045 0.538959657 -0.0590133379 1.022187e-01
## [890,] 0.061387145 2.2033824097 1.050057001 -0.2312420834 5.225147e-02
## [891,] 0.315353248 0.9473289880 -0.401645239 0.0439176638 9.663179e-02
## [892,] 0.889175659 -1.2048764620 -0.538703325 -0.1711923468 5.891116e-02
## [893,] 3.631705071 1.5765735575 0.964421326 -0.0035674372 -1.965903e-01
## [894,] 4.911081171 -0.7927203130 -0.081677975 -0.1703730354 -3.981504e-01
## [895,] 1.770735545 0.9053032688 0.916394986 -0.2421238514 5.434146e-02
## [896,] -0.114564832 0.6942593928 0.129841786 -0.1877050250 -6.606064e-03
## [897,] 0.273425113 0.9534036730 0.696102083 -0.2166830160 1.077767e-01
## [898,] 0.682071808 -1.3074715904 0.091681470 -0.0667781298 2.627793e-01
## [899,] 0.648049242 0.9787039606 0.091362683 -0.0805587589 7.798299e-02
## [900,] 0.487283856 2.1069448641 -0.191834014 0.2657459066 6.281299e-02
## PC6 PC7
## [1,] -1.305046e-02 3.705580e-03
## [2,] -1.380135e-02 5.668952e-03
## [3,] 4.339440e-02 7.204504e-03
## [4,] -4.226070e-02 1.337909e-02
## [5,] 5.243930e-02 6.945311e-03
## [6,] -3.884966e-02 -8.369549e-03
## [7,] -5.880875e-02 -8.687680e-03
## [8,] 3.115537e-02 -2.543010e-02
## [9,] -8.258097e-02 -1.159409e-02
## [10,] 6.607401e-02 -3.387407e-02
## [11,] 1.075229e-02 4.964939e-03
## [12,] -5.084127e-02 -1.408029e-02
## [13,] -3.862778e-02 -8.098964e-03
## [14,] 9.470629e-02 1.889423e-03
## [15,] 5.094403e-03 3.294537e-03
## [16,] -1.602883e-01 9.652409e-03
## [17,] 6.687772e-03 -1.161229e-03
## [18,] 3.247134e-02 -2.347041e-02
## [19,] -5.956187e-02 -1.970038e-02
## [20,] 4.989608e-02 -1.123040e-02
## [21,] -2.116256e-02 1.533124e-02
## [22,] -1.962487e-02 -1.401069e-02
## [23,] 6.781869e-02 -2.566727e-02
## [24,] 1.493954e-01 1.588188e-02
## [25,] 1.049483e-01 -3.481568e-02
## [26,] 2.686192e-02 -2.959011e-03
## [27,] 7.986630e-02 -1.062828e-02
## [28,] -1.162557e-02 7.378148e-03
## [29,] 1.102665e-01 3.769008e-03
## [30,] -2.167916e-02 -2.716843e-02
## [31,] 3.425868e-02 -7.848917e-03
## [32,] -1.022136e-01 -3.045854e-03
## [33,] -5.710045e-03 1.861328e-02
## [34,] -2.615960e-02 -2.745236e-03
## [35,] 7.851701e-02 7.146069e-02
## [36,] -1.542483e-02 1.870540e-02
## [37,] -2.289061e-02 2.414915e-02
## [38,] -1.839574e-02 1.538568e-02
## [39,] 2.170918e-02 4.050695e-03
## [40,] -2.881798e-03 -2.140447e-03
## [41,] -5.876135e-03 2.399087e-02
## [42,] 2.795667e-02 -4.070663e-03
## [43,] -2.727522e-02 2.502825e-02
## [44,] 1.328721e-01 1.012374e-02
## [45,] 4.032374e-02 1.140000e-02
## [46,] -4.710934e-02 4.051519e-02
## [47,] 3.132487e-02 -1.680375e-02
## [48,] -8.867703e-02 1.598354e-02
## [49,] -7.075977e-02 -8.901403e-03
## [50,] -2.068427e-02 9.395232e-03
## [51,] -3.394668e-02 -1.157340e-02
## [52,] 4.802836e-02 -1.381209e-02
## [53,] 7.759624e-02 -9.481801e-03
## [54,] -9.984824e-02 1.289258e-02
## [55,] 6.538634e-02 4.887399e-04
## [56,] -2.223638e-02 -6.905357e-03
## [57,] -3.263403e-02 2.077346e-02
## [58,] -6.969321e-02 1.226081e-02
## [59,] 2.268173e-02 2.950632e-02
## [60,] -1.553755e-01 -1.548146e-02
## [61,] 1.301760e-02 -7.344641e-03
## [62,] -5.939980e-02 -1.331370e-02
## [63,] 3.462815e-02 1.200864e-02
## [64,] 2.597098e-02 6.049250e-03
## [65,] 9.390766e-04 4.890195e-03
## [66,] -4.945862e-02 2.024108e-02
## [67,] -1.214456e-02 -5.960944e-03
## [68,] 7.609109e-02 -3.490259e-03
## [69,] -6.009040e-02 1.416359e-02
## [70,] -2.900845e-02 1.146966e-02
## [71,] 2.103269e-02 4.368345e-03
## [72,] -8.551007e-02 3.327615e-02
## [73,] -5.386398e-02 1.732691e-02
## [74,] -3.011240e-02 1.725945e-02
## [75,] -1.603688e-02 -1.376885e-03
## [76,] -3.342179e-02 -2.081641e-03
## [77,] 7.659927e-04 8.336837e-03
## [78,] -6.895178e-02 -8.001744e-03
## [79,] 5.882806e-02 -2.054222e-02
## [80,] -5.693451e-02 -1.552880e-02
## [81,] -2.544822e-02 -9.114995e-03
## [82,] -7.977802e-02 1.407098e-02
## [83,] -7.546534e-02 1.035793e-02
## [84,] 1.157676e-01 -3.932159e-03
## [85,] 8.939525e-03 1.497166e-03
## [86,] -4.104482e-01 -1.336675e-01
## [87,] 8.228401e-02 -3.180517e-02
## [88,] -4.320030e-02 -1.625382e-02
## [89,] -1.180259e-01 -1.443598e-02
## [90,] -3.642309e-02 -1.809321e-03
## [91,] -8.627475e-03 -2.101958e-02
## [92,] -1.469164e-02 -4.124932e-03
## [93,] 5.716621e-02 -1.037116e-02
## [94,] 2.549845e-02 -2.636470e-02
## [95,] -9.250134e-02 -1.989364e-03
## [96,] -9.505067e-02 7.924663e-04
## [97,] 8.831594e-02 -2.628486e-02
## [98,] 5.184209e-02 -3.125202e-02
## [99,] -3.999704e-02 -5.315083e-03
## [100,] 1.266686e-01 -1.751255e-02
## [101,] 3.810370e-02 -1.097105e-02
## [102,] -1.363215e-02 -4.125820e-03
## [103,] 5.715555e-02 -5.963899e-03
## [104,] -9.005894e-02 3.043419e-02
## [105,] -2.173173e-02 -3.231499e-03
## [106,] -4.955713e-02 -1.362306e-02
## [107,] 3.995076e-02 4.040097e-02
## [108,] 9.901178e-03 9.963467e-03
## [109,] 2.749049e-02 -9.234332e-03
## [110,] 2.260807e-02 1.671789e-03
## [111,] -1.213475e-01 7.975182e-02
## [112,] -1.530990e-01 3.339131e-02
## [113,] 9.681665e-04 -2.666694e-02
## [114,] -1.353885e-02 -5.142499e-03
## [115,] -4.181444e-02 8.614453e-03
## [116,] 1.179973e-02 9.554719e-03
## [117,] -7.622638e-02 2.829297e-02
## [118,] 5.030571e-02 -4.706132e-03
## [119,] -7.533424e-02 7.305741e-03
## [120,] 4.352517e-02 -7.997097e-03
## [121,] -1.904474e-02 2.261069e-02
## [122,] -4.908308e-02 1.985807e-02
## [123,] 1.182225e-02 -6.697067e-04
## [124,] -5.311127e-02 6.307122e-03
## [125,] -1.391807e-02 1.426678e-02
## [126,] -2.528742e-03 -6.964939e-03
## [127,] 1.028838e-01 9.623549e-04
## [128,] 2.904198e-02 9.624181e-03
## [129,] -6.009542e-02 9.974422e-03
## [130,] 1.069387e-01 -5.344041e-03
## [131,] 2.828788e-02 6.879511e-03
## [132,] 5.207184e-02 -2.527112e-02
## [133,] -3.644313e-02 -3.133651e-03
## [134,] -2.840565e-02 2.700877e-03
## [135,] -4.423889e-02 -9.018549e-04
## [136,] -3.425181e-03 -8.164788e-03
## [137,] 8.126629e-02 -2.413258e-02
## [138,] -3.245244e-02 9.291076e-03
## [139,] -9.196384e-02 6.128149e-03
## [140,] 8.808739e-02 -3.382371e-02
## [141,] 7.052763e-03 2.870817e-03
## [142,] -7.582849e-02 3.503549e-03
## [143,] 1.836139e-02 1.089581e-02
## [144,] -3.823066e-03 -2.435080e-02
## [145,] -4.253755e-02 -4.977903e-03
## [146,] 2.218152e-03 2.076762e-03
## [147,] 2.730329e-02 -4.243259e-03
## [148,] -3.667070e-02 -5.845045e-03
## [149,] -9.680435e-02 -1.407265e-02
## [150,] 3.236836e-03 3.714830e-03
## [151,] -1.176168e-01 3.578087e-02
## [152,] -7.196429e-03 -1.883677e-02
## [153,] 2.976681e-02 -1.981084e-02
## [154,] 6.572551e-02 5.760128e-03
## [155,] 1.978505e-02 4.653296e-03
## [156,] 3.004502e-02 -4.027661e-03
## [157,] 1.188879e-01 4.903863e-02
## [158,] -4.571587e-02 -2.768256e-03
## [159,] -6.527187e-02 3.037910e-02
## [160,] -9.981038e-02 1.667405e-02
## [161,] -3.786375e-02 -8.250178e-03
## [162,] -2.823142e-02 1.955294e-02
## [163,] -8.301665e-03 4.370816e-03
## [164,] -2.060659e-02 2.793127e-02
## [165,] -2.480066e-02 2.488379e-02
## [166,] -5.095233e-02 1.041546e-02
## [167,] -9.160375e-02 1.088846e-02
## [168,] -7.354513e-02 1.886180e-02
## [169,] 5.522905e-02 -9.321533e-03
## [170,] -8.319094e-02 3.475155e-03
## [171,] 5.150621e-03 3.179315e-02
## [172,] -5.094853e-02 2.059129e-02
## [173,] 9.938108e-03 -2.146668e-02
## [174,] -4.279758e-02 4.004412e-02
## [175,] -2.796905e-02 -1.541285e-02
## [176,] -6.281462e-02 -1.143673e-02
## [177,] -6.268828e-03 7.957616e-03
## [178,] 1.473620e-02 -1.226385e-02
## [179,] -9.256733e-03 1.626830e-02
## [180,] -3.380569e-02 -2.330723e-02
## [181,] 2.745254e-02 -1.148269e-02
## [182,] -2.341733e-02 -2.580334e-02
## [183,] 4.731000e-02 -2.304803e-02
## [184,] -7.603237e-02 3.072733e-04
## [185,] 1.186653e-01 -4.623114e-02
## [186,] -6.567484e-02 -1.225873e-02
## [187,] -1.361647e-01 -1.923077e-02
## [188,] 4.263672e-02 -1.852206e-02
## [189,] 2.983705e-02 -1.735997e-02
## [190,] 3.799715e-02 -2.716523e-02
## [191,] 7.733881e-02 -4.358820e-02
## [192,] 1.136028e-01 -3.460655e-02
## [193,] 8.191894e-03 3.086635e-02
## [194,] 6.636121e-02 -1.735669e-02
## [195,] -1.810246e-03 -2.383774e-02
## [196,] 4.914949e-02 -2.222243e-02
## [197,] 6.431175e-02 -3.488324e-02
## [198,] 1.944319e-01 -8.929919e-03
## [199,] -8.663229e-03 -9.788848e-03
## [200,] 6.853108e-02 -3.688717e-02
## [201,] 5.214623e-02 -3.092332e-02
## [202,] 6.425067e-02 -1.639953e-02
## [203,] 3.750861e-02 -2.920621e-02
## [204,] 4.820407e-02 -3.973291e-02
## [205,] 9.045188e-03 -1.187117e-02
## [206,] 5.776172e-02 -2.420623e-02
## [207,] -7.268307e-02 -1.587033e-02
## [208,] -2.070685e-02 -5.198566e-03
## [209,] -3.988940e-02 -2.086515e-03
## [210,] 1.913480e-03 -3.231450e-02
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## [563,] 1.257134e-01 1.228038e-02
## [564,] -5.774513e-02 2.709418e-02
## [565,] -4.164757e-02 3.695105e-02
## [566,] 4.904337e-02 4.498013e-03
## [567,] 4.925271e-02 2.346490e-02
## [568,] 7.038506e-03 -1.709193e-02
## [569,] 1.501177e-02 -3.716014e-02
## [570,] 7.467122e-03 8.274281e-03
## [571,] -3.829109e-02 -3.255292e-02
## [572,] 5.528334e-02 -2.156599e-02
## [573,] 1.750967e-02 -2.024404e-02
## [574,] 1.501567e-01 5.556415e-03
## [575,] 8.014966e-02 8.013223e-02
## [576,] 9.148200e-02 6.937741e-03
## [577,] -3.911915e-02 4.079078e-02
## [578,] 6.695447e-02 -1.113775e-02
## [579,] -2.392495e-02 3.852547e-03
## [580,] 1.654536e-01 4.105675e-02
## [581,] -1.545527e-01 9.245788e-02
## [582,] -1.417198e-01 -1.469111e-02
## [583,] 3.791764e-02 1.440834e-02
## [584,] 1.259535e-02 -1.826940e-02
## [585,] -1.565031e-02 2.227434e-02
## [586,] -6.059581e-02 4.142951e-03
## [587,] -1.161079e-01 4.810935e-02
## [588,] -1.678493e-02 1.799604e-02
## [589,] 1.477315e-02 2.389432e-02
## [590,] -2.706969e-02 2.744429e-02
## [591,] -9.701961e-02 2.110805e-02
## [592,] 4.086674e-02 -5.101677e-03
## [593,] 3.757320e-02 -1.027640e-02
## [594,] 4.871460e-02 -4.983928e-03
## [595,] 3.006145e-02 -1.087480e-02
## [596,] 3.709670e-03 2.117532e-02
## [597,] 4.265883e-02 -1.204879e-02
## [598,] 2.657902e-02 -1.538629e-02
## [599,] 6.230783e-02 -1.520486e-02
## [600,] 5.565526e-02 -1.160001e-02
## [601,] 1.579870e-01 -8.041366e-03
## [602,] -6.493022e-02 -1.169633e-02
## [603,] 4.879202e-02 1.205655e-02
## [604,] 1.079551e-02 1.042448e-03
## [605,] 3.845468e-02 -1.303865e-02
## [606,] 5.464166e-02 -2.068356e-02
## [607,] -1.119212e-02 1.213604e-02
## [608,] -4.053568e-02 1.492845e-02
## [609,] -9.171088e-02 6.800170e-02
## [610,] 6.925739e-04 2.570309e-02
## [611,] 6.285650e-02 -3.629774e-02
## [612,] 5.353428e-02 -1.675350e-02
## [613,] 8.871446e-02 -7.440831e-02
## [614,] -3.394241e-02 2.719323e-02
## [615,] 1.533800e-02 -1.364220e-02
## [616,] 1.501411e-02 -1.029151e-02
## [617,] -7.217314e-02 -1.957042e-02
## [618,] 4.270588e-02 -8.817031e-03
## [619,] 4.875895e-02 6.408524e-03
## [620,] 7.498275e-02 3.001924e-02
## [621,] -6.073807e-02 4.337438e-02
## [622,] 1.481198e-02 1.241294e-02
## [623,] -1.400734e-01 -2.048920e-02
## [624,] 1.687359e-01 2.556990e-02
## [625,] -1.174489e-01 6.018238e-02
## [626,] 2.404290e-02 -3.414611e-02
## [627,] -2.155778e-03 5.869339e-02
## [628,] 3.371965e-02 -1.027693e-02
## [629,] -4.247892e-02 2.410559e-02
## [630,] -1.328456e-01 5.463289e-02
## [631,] 2.990416e-02 5.612464e-04
## [632,] 9.294526e-04 1.408066e-02
## [633,] -2.624758e-02 -6.448784e-03
## [634,] -2.410376e-02 2.825412e-03
## [635,] 9.303692e-02 5.341141e-02
## [636,] 5.619001e-03 -7.878558e-03
## [637,] 2.755945e-02 -1.475834e-02
## [638,] -7.068700e-02 4.722381e-02
## [639,] 5.352988e-02 -2.792220e-03
## [640,] -2.666929e-01 7.447605e-02
## [641,] 2.758855e-02 3.066526e-02
## [642,] 4.816710e-02 1.487069e-05
## [643,] 4.632771e-02 -8.071717e-03
## [644,] 6.012479e-02 -1.463419e-02
## [645,] 5.239149e-03 -1.087423e-02
## [646,] 4.991991e-02 -1.129657e-02
## [647,] 6.884384e-02 -1.148484e-02
## [648,] 3.976225e-02 -1.016928e-02
## [649,] 3.482246e-02 -1.584233e-02
## [650,] 1.988375e-02 -1.722653e-02
## [651,] -3.445125e-02 -1.266853e-02
## [652,] -1.677125e-02 2.098371e-02
## [653,] 8.148064e-02 -2.067061e-02
## [654,] 7.061301e-02 -9.154577e-03
## [655,] -2.008535e-02 -3.968448e-02
## [656,] 5.185950e-03 -2.665835e-02
## [657,] 7.500320e-02 -2.609111e-02
## [658,] 7.998255e-03 4.940316e-02
## [659,] 2.292599e-02 -1.087588e-02
## [660,] 4.471926e-03 2.010275e-02
## [661,] -4.509378e-02 -1.334065e-02
## [662,] -6.282001e-02 5.751341e-02
## [663,] -4.858267e-02 -1.855765e-02
## [664,] 1.179557e-02 1.048699e-02
## [665,] -3.758921e-03 3.219442e-02
## [666,] -1.072320e-02 5.240942e-03
## [667,] -4.354711e-02 -3.808630e-03
## [668,] -2.410760e-02 1.684833e-02
## [669,] -9.637996e-02 4.298328e-02
## [670,] -2.494225e-02 4.364840e-02
## [671,] 5.094491e-02 1.989380e-02
## [672,] -8.495232e-02 2.326046e-02
## [673,] 2.051434e-02 2.724426e-02
## [674,] 6.793193e-03 1.702999e-02
## [675,] 8.746049e-02 -1.293915e-02
## [676,] 3.224742e-03 3.181698e-02
## [677,] -4.223381e-03 -2.524651e-02
## [678,] 5.359216e-02 -2.777378e-02
## [679,] -9.816283e-02 -2.771096e-02
## [680,] -1.416893e-02 3.251639e-02
## [681,] 7.734615e-03 -1.396781e-02
## [682,] 7.623973e-02 1.987114e-02
## [683,] 2.030285e-01 3.393358e-02
## [684,] -1.060053e-01 -5.007848e-03
## [685,] -9.510366e-03 -1.366189e-02
## [686,] 3.240407e-02 -1.179580e-02
## [687,] -1.514867e-01 5.429185e-02
## [688,] 6.084200e-02 5.999077e-02
## [689,] -3.010672e-02 2.445219e-02
## [690,] 3.231466e-02 -1.154122e-03
## [691,] 8.962569e-02 -1.722310e-02
## [692,] 1.732602e-01 -4.014154e-02
## [693,] -1.306615e-01 -6.048150e-02
## [694,] -1.176494e-01 1.950215e-02
## [695,] -4.843576e-01 -2.164949e-01
## [696,] 5.996625e-02 -4.794850e-04
## [697,] 4.812436e-02 -1.300085e-02
## [698,] 6.666206e-02 -9.581435e-03
## [699,] 6.991047e-02 -1.987072e-02
## [700,] 5.485913e-02 5.266593e-02
## [701,] -3.032693e-02 -3.695094e-02
## [702,] 3.498227e-02 -2.504997e-02
## [703,] 2.279350e-02 2.003973e-03
## [704,] 6.181128e-02 2.229951e-02
## [705,] 1.286395e-01 2.219352e-02
## [706,] 2.948014e-02 -2.489849e-04
## [707,] -6.956263e-02 2.708259e-02
## [708,] -2.565878e-02 2.547830e-02
## [709,] -1.357372e-01 2.104259e-02
## [710,] 6.251822e-03 1.219508e-02
## [711,] 5.638677e-02 -1.278478e-03
## [712,] -8.109439e-02 -2.101472e-02
## [713,] -1.447281e-02 3.295913e-02
## [714,] -7.918340e-03 3.731028e-03
## [715,] 2.961471e-02 3.218527e-02
## [716,] 4.851881e-02 -2.101273e-02
## [717,] 1.855164e-02 7.357705e-02
## [718,] 3.506091e-03 -2.633325e-02
## [719,] -1.029876e-02 -2.045520e-02
## [720,] 3.463828e-03 2.325464e-02
## [721,] -2.239202e-02 1.841373e-03
## [722,] 3.474537e-02 -1.377700e-03
## [723,] -2.812682e-01 1.263966e-01
## [724,] 8.672381e-03 -8.097791e-03
## [725,] -2.064402e-03 -1.150854e-02
## [726,] 2.671491e-03 -2.547620e-03
## [727,] 3.954864e-02 7.630152e-03
## [728,] 8.032101e-02 1.274553e-02
## [729,] -2.507775e-02 -1.263229e-02
## [730,] -4.986430e-02 1.638712e-02
## [731,] 9.170066e-02 -1.435608e-02
## [732,] 3.274770e-02 -1.474583e-02
## [733,] 3.659066e-02 2.950001e-02
## [734,] 5.960393e-02 -8.681779e-03
## [735,] 1.095692e-01 -2.797532e-02
## [736,] -5.729967e-02 -4.294296e-02
## [737,] -4.313882e-02 3.562946e-02
## [738,] -7.259551e-02 1.314800e-02
## [739,] -7.153550e-02 1.056068e-02
## [740,] -2.441065e-02 1.695104e-02
## [741,] 5.771217e-02 6.179133e-02
## [742,] 2.446463e-01 3.779478e-02
## [743,] 4.714057e-02 -9.196170e-03
## [744,] -1.088493e-01 5.153497e-02
## [745,] -4.440084e-02 1.186197e-02
## [746,] 4.449615e-03 8.312817e-03
## [747,] -4.243526e-03 7.744641e-02
## [748,] 4.075126e-02 3.695564e-02
## [749,] -1.984158e-01 3.535986e-02
## [750,] 3.713606e-02 5.711827e-03
## [751,] 3.549151e-02 -6.570437e-03
## [752,] -1.289296e-01 1.130515e-02
## [753,] -1.137352e-01 2.025914e-02
## [754,] 4.124285e-02 -9.229765e-03
## [755,] 3.937588e-02 7.045272e-02
## [756,] 1.159499e-02 3.115347e-02
## [757,] -8.685208e-02 1.099086e-03
## [758,] 3.896112e-02 2.373827e-02
## [759,] 3.237689e-02 2.087389e-02
## [760,] 6.015344e-02 -1.305020e-02
## [761,] -4.397980e-02 -2.403448e-02
## [762,] -1.011934e-01 5.165338e-02
## [763,] 1.323873e-01 -1.885033e-02
## [764,] 6.430961e-02 -1.454949e-02
## [765,] -2.607682e-02 -5.347390e-03
## [766,] 1.005367e-01 3.695742e-03
## [767,] -4.470137e-02 5.852703e-03
## [768,] 1.375652e-01 3.253028e-03
## [769,] 1.190861e-01 2.671322e-02
## [770,] -8.978986e-03 -5.641175e-02
## [771,] 1.816010e-02 4.220082e-03
## [772,] -6.258494e-02 -2.570815e-02
## [773,] -5.396986e-02 4.906075e-02
## [774,] 4.787318e-02 -2.552286e-02
## [775,] 3.568032e-03 5.323513e-02
## [776,] -3.346345e-02 -2.265286e-04
## [777,] -7.656568e-02 1.979777e-02
## [778,] -6.438316e-02 -1.571558e-02
## [779,] 5.577156e-02 -1.554055e-02
## [780,] 1.393606e-01 -2.513502e-02
## [781,] 1.121318e-03 5.148801e-03
## [782,] 2.657844e-03 3.652092e-03
## [783,] -1.176236e-01 3.623990e-03
## [784,] 6.548454e-02 1.023698e-02
## [785,] 2.466069e-02 -1.680194e-04
## [786,] -4.338006e-02 -6.890602e-03
## [787,] -1.728036e-02 -5.061900e-02
## [788,] -2.690494e-02 3.952568e-02
## [789,] 1.990923e-02 -2.160192e-02
## [790,] 3.005213e-02 -1.675417e-02
## [791,] 4.471216e-02 -2.630589e-02
## [792,] -1.755383e-01 1.145642e-01
## [793,] 2.019965e-02 -2.317349e-03
## [794,] 1.063699e-01 1.171443e-04
## [795,] 6.311670e-02 1.955663e-03
## [796,] -6.543166e-02 6.311241e-02
## [797,] -3.426678e-02 8.252264e-03
## [798,] 1.051825e-01 -4.430520e-03
## [799,] 1.970071e-02 -1.172424e-02
## [800,] 6.737033e-02 -1.064610e-02
## [801,] 4.809930e-02 3.307476e-03
## [802,] -7.986163e-03 -2.635892e-02
## [803,] 1.576575e-01 2.726412e-02
## [804,] -1.020215e-02 1.941625e-02
## [805,] -9.651102e-02 -1.597795e-02
## [806,] 4.343756e-04 2.068337e-02
## [807,] 5.516082e-02 -1.824430e-03
## [808,] 9.961128e-02 -3.261488e-02
## [809,] -3.192755e-02 6.886220e-03
## [810,] 8.141159e-02 5.067961e-03
## [811,] 9.546383e-02 1.592364e-04
## [812,] 4.313579e-02 -3.455903e-03
## [813,] -1.084878e-01 3.304516e-02
## [814,] -1.143612e-01 1.716316e-01
## [815,] 6.268427e-02 1.935069e-02
## [816,] 2.142153e-02 4.034327e-03
## [817,] -7.815425e-03 -7.498974e-03
## [818,] 5.888460e-02 -2.853177e-02
## [819,] 7.791765e-02 -1.284189e-02
## [820,] 9.548269e-02 1.056180e-03
## [821,] 1.643055e-02 -2.587070e-02
## [822,] -1.172075e-02 -2.998828e-03
## [823,] 2.363327e-02 -2.803703e-02
## [824,] 7.330515e-02 -1.309454e-02
## [825,] 6.825894e-02 -2.062825e-02
## [826,] -5.904078e-04 -1.117751e-02
## [827,] -7.658369e-02 -1.425617e-02
## [828,] -1.748343e-01 4.921421e-02
## [829,] 5.239943e-02 -6.120585e-02
## [830,] 3.214591e-01 2.142661e-02
## [831,] -2.193051e-02 1.739138e-02
## [832,] 8.539076e-03 3.203065e-02
## [833,] -1.110390e-01 2.764215e-02
## [834,] -9.737641e-02 5.220848e-02
## [835,] 8.081687e-02 4.678849e-03
## [836,] 2.432271e-02 -5.781843e-02
## [837,] -1.502309e-01 -2.022393e-01
## [838,] 2.138322e-02 7.877078e-03
## [839,] 7.716765e-03 -2.833475e-03
## [840,] 7.058828e-03 1.924645e-02
## [841,] -7.142741e-02 -8.640672e-03
## [842,] -1.818801e-02 9.577890e-04
## [843,] -2.926262e-02 2.378444e-02
## [844,] 1.592793e-02 -5.067173e-03
## [845,] -2.710470e-02 -2.356837e-02
## [846,] -3.225483e-03 1.638789e-02
## [847,] 1.745269e-03 -4.190428e-03
## [848,] -8.141460e-02 5.694830e-03
## [849,] 7.986435e-02 -3.926912e-02
## [850,] -3.065271e-02 1.060868e-02
## [851,] 9.708760e-02 2.768035e-02
## [852,] 2.104223e-02 -9.266862e-03
## [853,] 9.859005e-02 -3.636528e-02
## [854,] 1.130766e-01 -7.271989e-03
## [855,] 4.331771e-02 2.479874e-02
## [856,] -1.791880e-01 9.367800e-02
## [857,] -4.442323e-02 -5.894733e-02
## [858,] 1.294861e-01 -5.699101e-02
## [859,] -1.474213e-02 3.149948e-02
## [860,] 1.568753e-02 -6.980523e-03
## [861,] 3.103008e-02 -1.729265e-02
## [862,] 8.508605e-03 4.034058e-03
## [863,] 2.522413e-02 -2.164638e-02
## [864,] 1.746801e-02 2.576587e-02
## [865,] 3.165699e-02 3.640472e-03
## [866,] -4.199588e-02 -3.020097e-02
## [867,] -5.273291e-02 -2.552254e-02
## [868,] 1.420537e-02 -7.545456e-03
## [869,] -1.403383e-02 5.486998e-03
## [870,] 6.502456e-03 1.130588e-02
## [871,] 8.276756e-02 2.533451e-03
## [872,] 9.373760e-02 -2.035020e-02
## [873,] 1.384891e-02 -1.382062e-02
## [874,] -1.933270e-02 1.153394e-03
## [875,] 6.706319e-02 -2.076472e-02
## [876,] 1.165551e-01 3.031213e-03
## [877,] -1.383578e-02 3.443462e-02
## [878,] 1.837433e-03 -1.038645e-02
## [879,] -4.603564e-03 -4.338734e-03
## [880,] -2.711265e-02 4.648929e-02
## [881,] -5.262523e-01 1.512606e-01
## [882,] 6.375175e-02 1.255651e-02
## [883,] 3.184801e-02 4.546997e-03
## [884,] 5.497698e-03 -2.479876e-02
## [885,] 5.143369e-02 -9.273714e-03
## [886,] 1.272476e-02 -1.716001e-02
## [887,] 1.060460e-02 -1.108031e-02
## [888,] 3.087513e-02 2.089146e-02
## [889,] -3.524373e-03 -5.282750e-04
## [890,] 1.268563e-01 -1.305119e-02
## [891,] -1.732168e-02 -3.020221e-02
## [892,] 9.085359e-02 -3.683444e-02
## [893,] 1.111904e-01 8.259220e-03
## [894,] 2.988492e-02 -7.981250e-03
## [895,] -1.337580e-03 2.720058e-02
## [896,] 7.115515e-02 -2.814073e-02
## [897,] 8.602402e-03 2.173864e-02
## [898,] -1.359210e-01 2.011615e-02
## [899,] 2.162210e-02 9.266122e-03
## [900,] 7.395351e-02 5.041511e-02
plot(raisin_data_pca$x,xlim=xlim,ylim=xlim)
raisin_data_pca$rotation[,1]
## Area MajorAxisLength MinorAxisLength Eccentricity ConvexArea
## 0.44828422 0.44323980 0.38938118 0.20297098 0.45093833
## Extent Perimeter
## -0.05636836 0.45082374
raisin_data_pca$rotation
## PC1 PC2 PC3 PC4 PC5
## Area 0.44828422 -0.11609991 0.005483783 -0.1111391 -0.61104765
## MajorAxisLength 0.44323980 0.13658724 -0.100547975 0.4952046 0.08757032
## MinorAxisLength 0.38938118 -0.37492246 0.236043538 -0.6558767 0.38457775
## Eccentricity 0.20297098 0.61082321 -0.628522057 -0.4262986 0.07510412
## ConvexArea 0.45093833 -0.08761633 0.036672403 0.0558117 -0.39241075
## Extent -0.05636836 -0.66734439 -0.731980930 0.1090526 0.05685884
## Perimeter 0.45082374 0.03417227 0.044300766 0.3398651 0.55515080
## PC6 PC7
## Area 0.09983439 0.62436686
## MajorAxisLength 0.68557712 -0.22772863
## MinorAxisLength 0.23903320 -0.12995283
## Eccentricity -0.05356014 -0.02044403
## ConvexArea -0.47120104 -0.63914127
## Extent -0.02345199 0.00161639
## Perimeter -0.48726906 0.36399975
#get the original value of the data based on PCA
center <- raisin_data_pca$center
scale <- raisin_data_pca$scale
new_raisin <- as.matrix(raisin_data[,1:7])
new_raisin
## Area MajorAxisLength MinorAxisLength Eccentricity ConvexArea Extent
## [1,] 87524 442.2460 253.2912 0.8197384 90546 0.7586506
## [2,] 75166 406.6907 243.0324 0.8018052 78789 0.6841296
## [3,] 90856 442.2670 266.3283 0.7983536 93717 0.6376128
## [4,] 45928 286.5406 208.7600 0.6849892 47336 0.6995994
## [5,] 79408 352.1908 290.8275 0.5640113 81463 0.7927719
## [6,] 49242 318.1254 200.1221 0.7773513 51368 0.6584564
## [7,] 42492 310.1461 176.1314 0.8230987 43904 0.6658936
## [8,] 60952 332.4555 235.4298 0.7060575 62329 0.7435982
## [9,] 42256 323.1896 172.5759 0.8454988 44743 0.6980309
## [10,] 64380 366.9648 227.7716 0.7840556 66125 0.6643757
## [11,] 80437 449.4546 232.3255 0.8560425 84460 0.6742358
## [12,] 43725 301.3222 186.9506 0.7842585 45021 0.6970682
## [13,] 43441 276.6108 201.8131 0.6838823 45133 0.6908556
## [14,] 76792 338.8575 291.3592 0.5105838 78842 0.7723222
## [15,] 74167 387.7989 247.8581 0.7690897 76807 0.6801816
## [16,] 33565 261.5543 167.7085 0.7673743 35794 0.6815505
## [17,] 64670 403.0840 206.4846 0.8588292 66419 0.7567726
## [18,] 64762 354.2939 235.7525 0.7464737 66713 0.6949980
## [19,] 43295 304.2845 182.8110 0.7994070 44714 0.7138382
## [20,] 70699 418.6986 216.5961 0.8557994 72363 0.7280751
## [21,] 69726 354.1769 252.5292 0.7011610 71849 0.7343985
## [22,] 57346 330.4784 222.4437 0.7395550 59365 0.7236088
## [23,] 82028 397.1150 268.3338 0.7371694 84427 0.6863751
## [24,] 61251 301.5078 273.6599 0.4197537 64732 0.6435957
## [25,] 96277 447.1345 275.2162 0.7881284 97865 0.7040572
## [26,] 75620 368.2243 263.4593 0.6986273 77493 0.7262774
## [27,] 73167 340.0552 276.0152 0.5841058 74545 0.7787369
## [28,] 60847 336.9239 231.4657 0.7266602 62492 0.6985878
## [29,] 81021 347.7501 297.6406 0.5171349 82552 0.7575596
## [30,] 59902 358.5919 222.9020 0.7833320 63250 0.7441242
## [31,] 88745 429.7704 265.6902 0.7860095 90715 0.7520635
## [32,] 41809 307.5327 175.0856 0.8221137 43838 0.6974444
## [33,] 75329 364.2308 265.8669 0.6835105 77541 0.7230797
## [34,] 61600 350.1828 225.8428 0.7642431 63397 0.7468296
## [35,] 46427 253.8420 235.9068 0.3692125 48275 0.6842191
## [36,] 40861 249.7402 213.5733 0.5183283 43096 0.7430894
## [37,] 55827 305.2988 234.6612 0.6396961 57724 0.7032880
## [38,] 54182 366.0667 192.0133 0.8513914 56450 0.6114177
## [39,] 77468 405.9366 245.9898 0.7954792 79220 0.7215454
## [40,] 49882 287.2643 222.1859 0.6338519 50880 0.7663778
## [41,] 95245 397.0941 307.2739 0.6334223 97988 0.7530440
## [42,] 71464 364.1031 253.7969 0.7170255 73265 0.7154843
## [43,] 77055 375.2501 262.8124 0.7137839 79255 0.7322671
## [44,] 92384 368.4062 320.7146 0.4920869 93772 0.7490068
## [45,] 77310 436.5299 228.2804 0.8523675 80138 0.6317209
## [46,] 57580 330.2284 232.0554 0.7114746 60232 0.6451035
## [47,] 69708 375.4473 239.1328 0.7709235 71321 0.7271779
## [48,] 41502 260.5127 205.8650 0.6128099 43114 0.8243192
## [49,] 45800 330.0087 181.6659 0.8348430 47802 0.7326828
## [50,] 52623 311.9968 218.0411 0.7152614 54175 0.6751905
## [51,] 44939 317.6167 183.3152 0.8166321 46400 0.6561779
## [52,] 114648 508.1289 288.9540 0.8225708 118314 0.6819050
## [53,] 65727 403.1943 210.0733 0.8535430 67372 0.6169811
## [54,] 45683 333.2625 177.7721 0.8458445 48787 0.6342307
## [55,] 111450 478.3110 298.6306 0.7811495 113256 0.6900929
## [56,] 47581 306.8119 203.0975 0.7495383 49203 0.6677754
## [57,] 57127 311.6446 238.6419 0.6431380 59943 0.6936255
## [58,] 53006 333.3814 206.8807 0.7841647 55456 0.6916954
## [59,] 69060 328.4889 275.8889 0.5427832 72223 0.7270239
## [60,] 25387 225.6295 144.6187 0.7675774 26139 0.6781440
## [61,] 66774 348.5580 246.4763 0.7070823 69097 0.6924465
## [62,] 47839 312.6013 198.7513 0.7718555 50166 0.7027706
## [63,] 78571 443.8223 228.7576 0.8569340 81718 0.6421928
## [64,] 64717 342.5767 245.7320 0.6967592 66649 0.6625410
## [65,] 60462 373.3428 208.1086 0.8302309 62213 0.6656831
## [66,] 59370 345.9492 221.9220 0.7671338 61464 0.6974859
## [67,] 54056 332.2676 208.6190 0.7783228 55539 0.6745533
## [68,] 89235 443.5159 258.9467 0.8118616 91201 0.6551906
## [69,] 51727 321.1271 208.7668 0.7598433 52913 0.7518896
## [70,] 71595 387.3097 236.7512 0.7914214 74045 0.7185367
## [71,] 95347 451.5262 280.2262 0.7841115 99256 0.6749561
## [72,] 60449 383.8002 208.1688 0.8401279 64346 0.6763449
## [73,] 69006 379.3178 241.8503 0.7703736 72895 0.6974530
## [74,] 68520 373.2356 237.0415 0.7724309 70759 0.7128589
## [75,] 52731 309.9773 219.7254 0.7053659 54438 0.6958800
## [76,] 50570 311.3448 208.3179 0.7431808 51743 0.7208633
## [77,] 75825 391.2043 248.5003 0.7723323 77437 0.7453700
## [78,] 42637 293.4296 189.4322 0.7636930 44052 0.7251190
## [79,] 76984 425.0482 233.9734 0.8348593 78641 0.7587546
## [80,] 47851 323.1525 191.6110 0.8052446 49187 0.7732370
## [81,] 51220 328.6476 202.5089 0.7875987 52903 0.6924710
## [82,] 53890 331.0863 216.5795 0.7563666 57109 0.7044444
## [83,] 58650 346.3390 219.6844 0.7730833 62380 0.6602871
## [84,] 98935 387.5169 326.8987 0.5370149 100747 0.7404206
## [85,] 77587 396.8076 251.9449 0.7725699 79970 0.7038646
## [86,] 180898 843.9567 323.1906 0.9237704 221396 0.4541889
## [87,] 71266 390.7072 235.6868 0.7975663 73002 0.6606289
## [88,] 39457 267.5569 188.7652 0.7086960 40472 0.6975762
## [89,] 35237 267.5538 173.5251 0.7611622 37418 0.7068322
## [90,] 49059 301.8004 210.4672 0.7167091 50835 0.6986073
## [91,] 53896 319.0720 217.6957 0.7310932 55392 0.7459447
## [92,] 56469 325.3414 225.1150 0.7219601 58697 0.6857361
## [93,] 85156 422.2791 260.2106 0.7875856 87057 0.7025609
## [94,] 67044 361.2554 238.2264 0.7517567 68626 0.7569435
## [95,] 52243 331.4511 206.7596 0.7815831 55774 0.7144342
## [96,] 38968 269.4020 185.7276 0.7243745 40147 0.7375833
## [97,] 79661 360.0734 282.7390 0.6192093 81032 0.7791569
## [98,] 59282 329.2426 233.7746 0.7041636 60580 0.7259257
## [99,] 48177 305.7845 202.4662 0.7493974 49877 0.6776426
## [100,] 74904 342.8963 280.1156 0.5767646 75898 0.7317416
## [101,] 81581 424.2783 245.5075 0.8155779 83143 0.7623823
## [102,] 57820 376.1912 199.7971 0.8473059 59968 0.7147802
## [103,] 57808 309.9717 241.3665 0.6274302 58954 0.7103465
## [104,] 55306 353.1546 204.1268 0.8160298 57396 0.7439902
## [105,] 59459 347.1552 222.1095 0.7685424 61585 0.7096193
## [106,] 44247 319.7903 178.6479 0.8294096 45872 0.6776372
## [107,] 48945 269.3704 239.1622 0.4601212 51456 0.7112445
## [108,] 68864 343.6762 261.9884 0.6472099 71726 0.6983470
## [109,] 82826 396.7059 269.7629 0.7332055 84981 0.7454347
## [110,] 65396 331.5384 253.2430 0.6454034 66783 0.7648297
## [111,] 81572 393.7162 265.8146 0.7376871 84964 0.6982708
## [112,] 44367 322.5040 176.7090 0.8365255 46531 0.7329996
## [113,] 51448 328.2896 202.1604 0.7879033 52772 0.7048057
## [114,] 50545 286.8713 227.1597 0.6107127 51771 0.8354545
## [115,] 94063 448.1211 276.6078 0.7867582 99085 0.7092938
## [116,] 84129 413.0346 261.6431 0.7737710 86242 0.7138348
## [117,] 79735 410.9979 250.2208 0.7933139 83306 0.7490441
## [118,] 90176 390.2073 294.7622 0.6552651 91793 0.7625490
## [119,] 61492 356.4260 224.1631 0.7774708 65298 0.6908437
## [120,] 79532 367.5260 277.2242 0.6565321 81603 0.7351142
## [121,] 69302 354.9637 254.4528 0.6972359 71843 0.7011534
## [122,] 52266 320.4426 213.8575 0.7447158 54116 0.6842891
## [123,] 51180 288.6311 226.6305 0.6192538 52396 0.7374427
## [124,] 55787 333.7035 226.9512 0.7331208 59520 0.6885924
## [125,] 96064 411.2071 303.2325 0.6754341 99609 0.7313311
## [126,] 54316 351.8053 198.4175 0.8257760 55960 0.6558953
## [127,] 70941 326.0112 278.1027 0.5218350 72330 0.7601093
## [128,] 55770 293.5807 243.4806 0.5587319 57633 0.7401656
## [129,] 47478 299.8186 205.2961 0.7287927 48900 0.7209147
## [130,] 88197 473.2867 238.7385 0.8634545 90297 0.6584568
## [131,] 74728 355.3105 270.7409 0.6475960 76287 0.7666769
## [132,] 70788 362.6508 249.4037 0.7259720 71954 0.7461579
## [133,] 48894 318.0989 197.4955 0.7839199 50468 0.6638156
## [134,] 52051 313.7033 213.6317 0.7322840 53550 0.6950513
## [135,] 53270 336.1489 204.3071 0.7940998 55288 0.6936921
## [136,] 57227 354.4311 207.5950 0.8105183 59307 0.6499818
## [137,] 97026 455.9716 273.0538 0.8008690 99561 0.6712047
## [138,] 58495 368.7395 205.7579 0.8298387 61496 0.6301032
## [139,] 53758 359.5316 193.4009 0.8429930 57197 0.7102954
## [140,] 110616 461.1446 306.8991 0.7463836 112150 0.7523977
## [141,] 49175 281.4314 224.4859 0.6031106 50672 0.7276130
## [142,] 53698 348.2232 197.7529 0.8231037 56089 0.7313413
## [143,] 73125 408.9408 231.2190 0.8248103 75540 0.6565126
## [144,] 50445 308.3589 208.8552 0.7356957 51555 0.7232258
## [145,] 46742 303.5552 199.4459 0.7538614 48077 0.7052628
## [146,] 69317 393.3990 228.7229 0.8136166 72170 0.6616743
## [147,] 75314 392.6516 246.0757 0.7792587 77118 0.7047122
## [148,] 54428 339.1147 206.6458 0.7928872 56175 0.7233918
## [149,] 39509 286.2316 180.4374 0.7762790 41446 0.7229725
## [150,] 66568 342.2504 249.5505 0.6843581 68078 0.7599174
## [151,] 45264 290.5884 203.3191 0.7144554 48142 0.6569140
## [152,] 57980 336.3129 222.6098 0.7495810 59311 0.7772952
## [153,] 75114 368.7301 262.4745 0.7023482 77454 0.7409154
## [154,] 78991 362.6409 279.0908 0.6385182 80355 0.7088972
## [155,] 76253 364.2256 269.5168 0.6726375 78443 0.7242876
## [156,] 83229 423.8444 253.8091 0.8008791 86345 0.6534940
## [157,] 45962 251.1334 235.3681 0.3487296 47173 0.7422804
## [158,] 57766 344.7374 215.1098 0.7814391 59834 0.7375827
## [159,] 39669 252.7482 202.2644 0.5996527 41860 0.6630397
## [160,] 41050 316.8416 167.3283 0.8491738 42965 0.6411858
## [161,] 47771 311.5250 197.0908 0.7744259 49237 0.6834094
## [162,] 53389 301.8459 228.5167 0.6533406 55158 0.7157470
## [163,] 73319 392.3627 239.1885 0.7927009 75653 0.7095685
## [164,] 91831 463.3579 257.9511 0.8307139 95560 0.7103704
## [165,] 71452 397.9614 239.7988 0.7980676 73864 0.7518335
## [166,] 59970 353.0016 219.6829 0.7827562 61834 0.7558227
## [167,] 51683 325.2399 208.9148 0.7664192 54510 0.7284426
## [168,] 41283 268.1254 199.6354 0.6675556 42505 0.7323836
## [169,] 92735 436.9856 271.5788 0.7834282 94693 0.7041222
## [170,] 44627 297.2593 194.7603 0.7554672 46921 0.6751846
## [171,] 84260 411.3974 262.9741 0.7690226 85978 0.6867827
## [172,] 59076 350.4872 216.6793 0.7860026 61643 0.6454983
## [173,] 58741 345.4854 222.3818 0.7652953 60701 0.7148194
## [174,] 68627 411.8885 216.8940 0.8501230 70932 0.7382423
## [175,] 51941 349.2262 191.8173 0.8356489 53893 0.7089954
## [176,] 77161 394.2784 253.2114 0.7665248 82746 0.6719000
## [177,] 85105 382.2900 288.7584 0.6553347 88056 0.7769450
## [178,] 52508 297.6969 226.2519 0.6499140 53588 0.7561636
## [179,] 39941 251.8477 208.4681 0.5610901 41594 0.7075716
## [180,] 48693 306.5739 204.2806 0.7456534 50298 0.7401277
## [181,] 87858 441.2241 255.6622 0.8150160 90905 0.7087266
## [182,] 67718 373.9241 233.2332 0.7816281 71102 0.7369945
## [183,] 63968 333.0124 247.8885 0.6677537 65403 0.7569998
## [184,] 43461 333.7059 169.3095 0.8617333 45669 0.6779341
## [185,] 81546 381.3487 273.8101 0.6960383 82807 0.7117197
## [186,] 43563 296.5222 188.1957 0.7727778 45174 0.6962839
## [187,] 36145 280.7577 166.5936 0.8049288 37401 0.8122654
## [188,] 57741 316.4840 234.2836 0.6723097 58976 0.7127111
## [189,] 69024 372.8220 237.6598 0.7704819 70649 0.7210430
## [190,] 78982 421.1618 241.6404 0.8190325 81442 0.7534365
## [191,] 78240 401.9301 249.8314 0.7833513 79677 0.7579926
## [192,] 87036 384.9699 289.4539 0.6592919 88336 0.7278962
## [193,] 37569 232.4278 208.1520 0.4449501 38874 0.7943714
## [194,] 79748 441.9343 231.7175 0.8515178 81718 0.7384484
## [195,] 44156 307.7070 186.0924 0.7963990 45285 0.6336060
## [196,] 87302 392.9101 284.1791 0.6905681 89605 0.7382458
## [197,] 69312 373.8031 237.1946 0.7728866 70719 0.7061556
## [198,] 86545 350.1279 315.7195 0.4323073 87512 0.7858868
## [199,] 59729 337.0435 231.8092 0.7259263 62511 0.6837111
## [200,] 59822 336.5841 227.9495 0.7357585 60648 0.7002868
## [201,] 63452 334.8460 243.2365 0.6872584 64925 0.7353173
## [202,] 61996 333.7476 243.5402 0.6837528 63641 0.6731379
## [203,] 74763 391.2272 245.5420 0.7785198 77508 0.6861131
## [204,] 73193 401.0723 235.8290 0.8088637 75563 0.7401157
## [205,] 66508 344.9045 249.0898 0.6916851 69240 0.7030147
## [206,] 74849 379.9250 252.6171 0.7469207 76154 0.7353927
## [207,] 38585 274.4451 180.9576 0.7518291 39926 0.6965933
## [208,] 61377 339.7335 234.0242 0.7249072 64027 0.7056125
## [209,] 39547 259.4226 198.4655 0.6439972 40765 0.7333840
## [210,] 49998 301.7807 212.3269 0.7106158 50857 0.7792949
## [211,] 49063 294.7483 217.9131 0.6733550 50732 0.6588114
## [212,] 46961 343.7885 177.1368 0.8570404 48476 0.6146326
## [213,] 57271 372.6991 196.9761 0.8489255 58786 0.7691512
## [214,] 58909 347.3439 218.1228 0.7782347 60379 0.7042572
## [215,] 51336 321.8844 206.1461 0.7680122 53944 0.7426009
## [216,] 62422 324.5570 247.7079 0.6461405 64021 0.7160621
## [217,] 48447 331.0510 189.9172 0.8190798 49996 0.6256150
## [218,] 64364 376.6625 221.6551 0.8085180 67510 0.6547445
## [219,] 72915 414.7181 229.5558 0.8328342 76912 0.6797714
## [220,] 49414 290.4582 219.4182 0.6552398 51029 0.7110337
## [221,] 45723 291.1973 203.0202 0.7168851 48658 0.6488293
## [222,] 64988 371.3536 226.9099 0.7916038 67847 0.6701175
## [223,] 56709 293.4085 247.7166 0.5359148 58143 0.7782856
## [224,] 93559 438.6344 275.5830 0.7779914 95750 0.6870699
## [225,] 81916 398.3266 265.4181 0.7456543 85615 0.6630727
## [226,] 79274 406.9762 255.2178 0.7789328 81976 0.7083855
## [227,] 88724 446.4305 260.3788 0.8122956 92630 0.6565291
## [228,] 65469 374.4662 227.5390 0.7942160 68018 0.7144385
## [229,] 75799 340.9827 289.1505 0.5300097 79230 0.7411003
## [230,] 76741 383.9822 258.1340 0.7403195 79198 0.7452030
## [231,] 54219 344.2908 204.4967 0.8044909 56526 0.6884952
## [232,] 52693 283.5042 242.1140 0.5202653 54860 0.7377492
## [233,] 84539 441.5289 248.3743 0.8267752 87728 0.6875773
## [234,] 34559 264.5152 168.9831 0.7693390 36516 0.6641874
## [235,] 49715 302.3474 213.3645 0.7085175 52250 0.6501072
## [236,] 39716 243.0383 210.1141 0.5025800 40598 0.7794328
## [237,] 46845 264.9673 225.8425 0.5229862 47739 0.7590906
## [238,] 52547 358.3657 189.2067 0.8492623 54649 0.7034028
## [239,] 41593 310.6749 178.3233 0.8188646 44753 0.5726697
## [240,] 44460 294.6241 197.5566 0.7418755 47486 0.6474254
## [241,] 51145 317.3482 211.0256 0.7468742 53531 0.7100514
## [242,] 43345 323.8592 175.1857 0.8410665 46785 0.6492758
## [243,] 53987 331.3507 213.1674 0.7655899 56076 0.6732218
## [244,] 59514 368.6379 209.1269 0.8235138 61469 0.7551580
## [245,] 85739 380.3704 288.2562 0.6524518 87052 0.7621515
## [246,] 56096 313.3863 232.2824 0.6712825 58701 0.7117698
## [247,] 46120 300.0972 201.2063 0.7419361 49996 0.6289720
## [248,] 57676 333.9700 222.2745 0.7463514 58991 0.6886687
## [249,] 62064 352.3687 227.8641 0.7627750 64811 0.6505660
## [250,] 50274 305.3973 212.2734 0.7189390 52016 0.6875077
## [251,] 77225 362.1373 277.0098 0.6441130 80872 0.7324835
## [252,] 45598 259.8963 225.6562 0.4961183 47266 0.7412863
## [253,] 38545 283.9875 175.4205 0.7864099 39765 0.7604364
## [254,] 39439 246.7636 212.6354 0.5074237 42795 0.6468273
## [255,] 74109 416.7127 230.5595 0.8329942 78032 0.7064594
## [256,] 41755 296.7884 184.1914 0.7841153 43362 0.6913308
## [257,] 61463 369.3997 213.6196 0.8158323 63117 0.7867768
## [258,] 43743 300.9063 185.8512 0.7864624 44836 0.6700827
## [259,] 73499 346.0511 275.5139 0.6050790 76355 0.7312460
## [260,] 40403 289.2593 179.2234 0.7849223 41209 0.7222043
## [261,] 62343 348.2888 232.8200 0.7437406 63897 0.7056207
## [262,] 46008 296.8793 212.0277 0.6999536 48762 0.6952790
## [263,] 43495 271.6467 205.1641 0.6554244 44535 0.7540219
## [264,] 50649 327.1110 199.5409 0.7923939 52462 0.7662945
## [265,] 61235 349.0264 226.8031 0.7600912 63504 0.7187207
## [266,] 78883 395.1001 256.9650 0.7596095 80973 0.6784467
## [267,] 58734 367.4839 205.0211 0.8299049 59845 0.7574769
## [268,] 68253 388.4547 224.7317 0.8156630 70347 0.7461301
## [269,] 62401 394.3975 203.1387 0.8571537 64722 0.7400849
## [270,] 73046 397.3382 234.8282 0.8066690 74242 0.6906509
## [271,] 54968 300.9544 234.3896 0.6272465 56851 0.7513395
## [272,] 84057 452.7757 245.2200 0.8406411 86710 0.6220178
## [273,] 90178 466.2494 250.1043 0.8439528 92321 0.7520035
## [274,] 67883 383.1890 233.3567 0.7931811 70360 0.6978104
## [275,] 43901 304.1003 191.2983 0.7773543 46443 0.6487417
## [276,] 33662 227.2938 191.1090 0.5413430 34787 0.7929987
## [277,] 77043 388.6927 257.5463 0.7489769 80094 0.7269305
## [278,] 64875 393.2147 212.9548 0.8406531 67701 0.7705235
## [279,] 42609 280.1490 200.2719 0.6992510 44944 0.6731280
## [280,] 79510 380.7192 267.0341 0.7127739 81779 0.7315974
## [281,] 58857 320.8119 235.3860 0.6794522 60597 0.6903642
## [282,] 67754 349.1971 251.6796 0.6932076 69536 0.6552611
## [283,] 54842 308.2324 227.2577 0.6755727 55879 0.7381952
## [284,] 78352 408.8097 245.4408 0.7997155 80474 0.6842730
## [285,] 72447 401.7420 231.5372 0.8172149 74481 0.7091037
## [286,] 58239 324.2951 230.9973 0.7018692 59977 0.7211903
## [287,] 93879 409.4869 292.9161 0.6987922 96072 0.7676689
## [288,] 68129 381.1755 230.0560 0.7973300 70141 0.6597045
## [289,] 74426 411.6968 231.7496 0.8265160 76449 0.6794537
## [290,] 60650 324.3616 242.2285 0.6650652 62580 0.7215428
## [291,] 136340 722.8539 311.3414 0.9024898 176818 0.5297740
## [292,] 65051 381.2140 218.2168 0.8199563 66476 0.6443564
## [293,] 72219 376.6505 249.5295 0.7490654 74373 0.7777945
## [294,] 81405 421.0949 248.0868 0.8080259 83634 0.7137283
## [295,] 70196 373.1976 243.8811 0.7569347 71937 0.6907899
## [296,] 69120 352.0114 250.8149 0.7016527 70274 0.7034399
## [297,] 56327 297.7657 241.9344 0.5829622 58178 0.7277390
## [298,] 54983 292.8989 248.4080 0.5298337 58095 0.7252737
## [299,] 105020 440.3896 306.1053 0.7189340 107423 0.7146162
## [300,] 36113 257.6419 181.1571 0.7110561 37442 0.6944808
## [301,] 87429 408.9260 273.8879 0.7425652 89063 0.7035746
## [302,] 57785 314.4310 236.1830 0.6601381 58867 0.7328658
## [303,] 69846 368.4507 243.9752 0.7493581 72585 0.6767236
## [304,] 81456 404.3164 258.8920 0.7681080 83499 0.7254720
## [305,] 61959 339.5850 234.6979 0.7227289 64424 0.7120415
## [306,] 61730 376.1886 210.6115 0.8285897 63756 0.6321880
## [307,] 62835 421.1693 191.1699 0.8910513 64406 0.7861450
## [308,] 52651 340.8170 204.4329 0.8001260 56217 0.6835040
## [309,] 67093 353.1099 243.0010 0.7255457 68383 0.7606916
## [310,] 45160 270.5554 220.1187 0.5814518 46805 0.6860719
## [311,] 58989 362.6681 209.5097 0.8162563 60916 0.7327826
## [312,] 44007 359.3755 161.7024 0.8930518 48490 0.6447440
## [313,] 65062 344.3098 242.6836 0.7093654 65825 0.7692180
## [314,] 38724 291.0011 170.7763 0.8096900 40133 0.7808832
## [315,] 63514 368.7863 221.2409 0.8000627 65057 0.6638446
## [316,] 46403 306.3041 196.6172 0.7667868 48631 0.6376316
## [317,] 55746 280.3131 254.6003 0.4183820 56989 0.7306543
## [318,] 38153 265.0402 184.8023 0.7168172 39564 0.6824979
## [319,] 66094 323.1877 261.0119 0.5897073 67032 0.7387198
## [320,] 57303 330.0250 221.9198 0.7401577 58973 0.7167624
## [321,] 61289 376.3752 208.7278 0.8321346 63997 0.6394796
## [322,] 55114 317.1723 222.7535 0.7118708 56849 0.7142542
## [323,] 45567 278.5022 216.7666 0.6278553 49075 0.7140708
## [324,] 72215 380.4148 244.0281 0.7671406 74175 0.7209244
## [325,] 65495 365.3190 230.5256 0.7757622 67299 0.6979433
## [326,] 34977 267.7377 170.8372 0.7699727 37747 0.6694803
## [327,] 76407 373.4424 264.4743 0.7060055 79086 0.7312514
## [328,] 66998 338.5866 257.3438 0.6498610 69844 0.7576045
## [329,] 57310 351.3965 209.8812 0.8020346 59225 0.6998327
## [330,] 79106 404.5732 252.0664 0.7821878 81999 0.7285168
## [331,] 56837 368.3727 198.7747 0.8419202 59040 0.6349651
## [332,] 53497 352.5028 194.9811 0.8330925 54875 0.6911757
## [333,] 58591 356.4633 212.1192 0.8036768 60664 0.7844137
## [334,] 60313 339.6035 227.7259 0.7418515 62130 0.7266802
## [335,] 72483 334.4176 282.6809 0.5343029 74945 0.7061798
## [336,] 52836 340.4048 204.3355 0.7997958 55143 0.8173886
## [337,] 68119 385.3917 230.7152 0.8010098 70719 0.6593012
## [338,] 83490 421.8829 254.3102 0.7978939 86319 0.7099490
## [339,] 74612 430.8652 229.2867 0.8466475 79297 0.6653469
## [340,] 44081 328.5871 173.3470 0.8495224 46287 0.6384664
## [341,] 39724 271.6657 189.4846 0.7165926 41587 0.7242825
## [342,] 89051 418.5556 274.9232 0.7540318 92636 0.7386753
## [343,] 57612 352.4414 210.0642 0.8029652 58810 0.6477188
## [344,] 65740 348.8812 245.9762 0.7091647 69233 0.7408159
## [345,] 69997 362.7414 247.0913 0.7321182 71994 0.7225422
## [346,] 75540 422.0985 237.6387 0.8264614 78465 0.7050851
## [347,] 46397 310.7244 192.9038 0.7839533 48183 0.6552786
## [348,] 61967 364.7840 218.5662 0.8006248 63724 0.6873004
## [349,] 87149 444.6108 253.2066 0.8219902 91704 0.7162205
## [350,] 67798 418.4081 207.8255 0.8679193 69356 0.6910266
## [351,] 49604 310.6056 204.6546 0.7522403 51007 0.7608092
## [352,] 88407 412.7569 275.2848 0.7451098 90865 0.7179623
## [353,] 46601 277.3533 216.2721 0.6260648 48457 0.7616534
## [354,] 53121 350.9684 195.8674 0.8297890 56120 0.7326630
## [355,] 80101 377.6166 272.6713 0.6918041 82949 0.7254868
## [356,] 69781 364.7445 248.7962 0.7312488 71504 0.6939378
## [357,] 58460 290.7536 258.3844 0.4585447 60254 0.7747561
## [358,] 61792 400.5028 197.7035 0.8696673 64962 0.7011619
## [359,] 78084 395.2098 254.3766 0.7653204 80285 0.7030035
## [360,] 63402 372.4843 224.0094 0.7989535 66639 0.6766344
## [361,] 48809 332.2649 190.3514 0.8196320 51847 0.6613417
## [362,] 49039 285.4021 220.8199 0.6335337 50879 0.7147709
## [363,] 64669 364.5828 228.8008 0.7785612 67524 0.6558456
## [364,] 103377 460.6704 287.9932 0.7804958 105569 0.7269678
## [365,] 73972 359.2727 263.3334 0.6802691 75353 0.7547393
## [366,] 47602 296.4930 206.2252 0.7184794 49089 0.7211878
## [367,] 69151 341.6461 258.3929 0.6542048 70703 0.7518456
## [368,] 56518 319.1919 230.7100 0.6910636 58879 0.7186471
## [369,] 86314 390.4130 282.2148 0.6909921 87873 0.7336631
## [370,] 56477 334.5881 219.1856 0.7555501 58408 0.6856668
## [371,] 32097 264.4164 157.9904 0.8018643 33699 0.6811179
## [372,] 71284 356.2592 256.4883 0.6940274 72618 0.7429751
## [373,] 87937 365.8370 307.9117 0.5400021 89581 0.7110100
## [374,] 100835 419.7534 306.9549 0.6820834 102881 0.7525786
## [375,] 66752 370.5036 231.5512 0.7806541 69039 0.7423900
## [376,] 65999 326.2987 264.4149 0.5859516 67971 0.6768642
## [377,] 70977 362.0636 256.3830 0.7060961 73417 0.6502226
## [378,] 38569 272.9372 181.8567 0.7456882 39909 0.7160308
## [379,] 53964 368.0741 189.8139 0.8567724 55662 0.6036782
## [380,] 79100 413.4964 246.4047 0.8030547 81839 0.6551484
## [381,] 83071 400.4657 265.9288 0.7476892 84531 0.7184581
## [382,] 31237 262.3471 155.0257 0.8067312 32564 0.6139106
## [383,] 26908 245.7558 143.7109 0.8111984 28607 0.6934873
## [384,] 66797 358.1989 240.7827 0.7403661 68732 0.6976625
## [385,] 76222 388.8074 250.6961 0.7643664 77958 0.7374420
## [386,] 46810 297.8914 201.5349 0.7364074 48300 0.7213079
## [387,] 65123 382.3577 218.8887 0.8199249 66825 0.7643365
## [388,] 65091 392.4933 216.8276 0.8335550 69597 0.6641939
## [389,] 68400 363.5065 249.5815 0.7270408 72981 0.7257448
## [390,] 64056 393.6168 209.6308 0.8463822 65958 0.7678734
## [391,] 49821 319.0821 202.2365 0.7734911 51829 0.6779751
## [392,] 80353 394.3402 264.5791 0.7415105 83419 0.6680218
## [393,] 51539 330.7475 200.9579 0.7942530 53060 0.7254110
## [394,] 63827 393.2517 209.1462 0.8468461 66445 0.6674091
## [395,] 89345 435.5509 262.0614 0.7987386 91337 0.7138463
## [396,] 31275 264.6872 156.3955 0.8067673 33540 0.6583933
## [397,] 75431 433.6712 222.9994 0.8576625 78125 0.7231842
## [398,] 72718 397.9029 235.5599 0.8059355 74803 0.7468674
## [399,] 82886 424.8227 253.1715 0.8030242 85879 0.6482813
## [400,] 67852 353.1243 247.3352 0.7137311 69587 0.7295130
## [401,] 49336 338.4815 193.0052 0.8214996 52619 0.6565528
## [402,] 39368 296.6559 171.2082 0.8166544 41361 0.6199685
## [403,] 51304 350.0426 189.7654 0.8403004 52949 0.6609977
## [404,] 91764 433.7682 270.2861 0.7821327 93480 0.6929246
## [405,] 79252 398.8446 254.1729 0.7706380 80799 0.7050074
## [406,] 50530 328.9180 198.2839 0.7978644 52600 0.6816955
## [407,] 66063 354.0975 238.5103 0.7391214 67503 0.7626761
## [408,] 73311 391.8675 239.6018 0.7912942 74825 0.6899664
## [409,] 82793 428.1169 249.3909 0.8128093 84950 0.7424582
## [410,] 104921 452.8630 297.0242 0.7548644 108211 0.7262979
## [411,] 59654 350.9000 219.4899 0.7802197 62384 0.7130528
## [412,] 76531 407.6686 241.3995 0.8058304 78857 0.7312275
## [413,] 57438 344.9802 215.4342 0.7810385 58924 0.6933942
## [414,] 55129 336.0217 210.4281 0.7796355 56855 0.7504015
## [415,] 37302 284.3301 170.5330 0.8001716 39280 0.7211739
## [416,] 58357 338.3210 220.4644 0.7585260 59383 0.7381729
## [417,] 33615 254.4722 171.0011 0.7405664 35376 0.7880486
## [418,] 47555 330.8993 186.2529 0.8265462 50165 0.6807088
## [419,] 71762 387.6741 236.8736 0.7916212 73593 0.7016779
## [420,] 84677 401.6681 269.6684 0.7411212 86777 0.7510288
## [421,] 86421 367.1703 300.7940 0.5734766 87929 0.7486227
## [422,] 90191 431.3670 272.7514 0.7747273 93719 0.6250243
## [423,] 34638 251.7422 178.3411 0.7057837 35824 0.7493996
## [424,] 39275 274.0660 185.4113 0.7364238 40747 0.7125621
## [425,] 41458 281.8249 192.6741 0.7297950 42792 0.6827734
## [426,] 85954 405.9152 272.0833 0.7420938 87690 0.7148180
## [427,] 56589 343.9348 213.1333 0.7848457 58274 0.6598531
## [428,] 39622 280.1125 185.1922 0.7502668 40539 0.7330077
## [429,] 48093 329.9357 187.0417 0.8237842 49367 0.7451081
## [430,] 67404 349.0113 247.6903 0.7045127 69607 0.7450261
## [431,] 57838 350.2855 214.8025 0.7899113 59449 0.6740397
## [432,] 58570 355.3995 214.5675 0.7971844 60494 0.6575579
## [433,] 60199 375.2797 205.4141 0.8368956 61711 0.7362891
## [434,] 74254 402.5265 241.2834 0.8004328 76702 0.7264705
## [435,] 63718 407.5659 200.2610 0.8709573 65950 0.7229673
## [436,] 28216 245.4013 150.2456 0.7906685 30316 0.6222928
## [437,] 79055 395.3687 258.2760 0.7571393 82562 0.7195060
## [438,] 86141 414.1072 266.9075 0.7645728 87883 0.7187401
## [439,] 82873 449.4093 239.6141 0.8460046 85648 0.7007695
## [440,] 98485 387.7628 325.7372 0.5425210 100682 0.7298645
## [441,] 53633 313.4800 218.6686 0.7165340 55147 0.7284321
## [442,] 63191 335.2417 243.9724 0.6858417 64898 0.7046040
## [443,] 58545 325.1886 231.9558 0.7008628 60738 0.7005001
## [444,] 68931 381.6717 231.5282 0.7949950 71336 0.6793105
## [445,] 67874 360.0235 243.2720 0.7371662 69889 0.6783194
## [446,] 61200 323.1744 246.2883 0.6474699 64553 0.7074490
## [447,] 87089 396.4869 280.2454 0.7073919 88754 0.7422316
## [448,] 59589 383.5712 201.3819 0.8510910 62974 0.6840818
## [449,] 50312 354.2356 182.3121 0.8573923 52070 0.6233522
## [450,] 41995 259.2089 210.3508 0.5843375 43443 0.7297006
## [451,] 137583 649.5415 273.2603 0.9072011 142650 0.7316377
## [452,] 117592 533.2929 288.5583 0.8409660 123587 0.7300677
## [453,] 95546 487.1783 251.9602 0.8558749 99166 0.7227820
## [454,] 96582 446.7052 278.3255 0.7821716 100113 0.7065976
## [455,] 61409 403.7013 209.3659 0.8550074 67286 0.5973929
## [456,] 154242 585.9281 337.5992 0.8173238 158371 0.7216000
## [457,] 134303 600.7663 288.3849 0.8772529 138133 0.7424362
## [458,] 112378 528.4003 272.7787 0.8564470 115602 0.6147055
## [459,] 124579 439.9605 371.0262 0.5374163 128307 0.6982502
## [460,] 83107 507.3809 233.1538 0.8881652 93706 0.4910020
## [461,] 107178 508.7479 270.4624 0.8469807 110611 0.6329086
## [462,] 64391 449.5559 187.1224 0.9092556 68813 0.6342691
## [463,] 126781 659.4426 249.5448 0.9256349 132802 0.7366620
## [464,] 45051 323.5893 180.0697 0.8308635 46532 0.8306322
## [465,] 119026 612.7444 250.9270 0.9123041 123463 0.6157451
## [466,] 67579 402.3102 217.0587 0.8419659 70809 0.7031130
## [467,] 97019 559.5992 228.6418 0.9127219 101539 0.5734526
## [468,] 184784 740.1087 320.5878 0.9013155 192699 0.6453533
## [469,] 168276 656.0994 328.4869 0.8656403 174282 0.6815387
## [470,] 195383 755.0129 335.7905 0.8956558 204472 0.7287691
## [471,] 65253 418.9979 205.7562 0.8711216 69700 0.6662548
## [472,] 120255 471.8135 326.5463 0.7217931 123486 0.7238870
## [473,] 108161 485.1026 286.0332 0.8076703 111765 0.7079063
## [474,] 157877 613.8737 328.3133 0.8449646 161901 0.6413228
## [475,] 83800 440.8337 245.3819 0.8307596 86346 0.6571621
## [476,] 177264 619.9585 366.7632 0.8062366 180994 0.6832194
## [477,] 127245 530.3041 309.1215 0.8125340 130649 0.6790964
## [478,] 108314 455.6059 311.1711 0.7304342 112497 0.6869447
## [479,] 128947 572.8016 289.0222 0.8633670 132108 0.6044088
## [480,] 189637 636.7524 403.7193 0.7733095 209580 0.6137855
## [481,] 137508 604.1144 292.0961 0.8753382 141818 0.6015223
## [482,] 75173 365.8032 267.5828 0.6818482 78359 0.6799540
## [483,] 115859 488.4889 305.0908 0.7809765 120546 0.7426431
## [484,] 92188 374.7202 324.3026 0.5009907 95920 0.7475996
## [485,] 153824 536.6070 369.2865 0.7255325 159063 0.7390836
## [486,] 85492 437.0140 250.8926 0.8187806 89018 0.7233438
## [487,] 106312 464.3324 295.3168 0.7716866 111089 0.7296837
## [488,] 210923 984.0455 367.2795 0.9277371 278217 0.5073521
## [489,] 89138 507.1434 226.2166 0.8950028 93549 0.7383863
## [490,] 83567 465.1015 230.9042 0.8680597 86859 0.6092221
## [491,] 171256 531.3732 412.3828 0.6306467 174277 0.7019149
## [492,] 77105 419.9537 238.8395 0.8225256 80497 0.6689948
## [493,] 100443 457.5699 283.6113 0.7847435 104186 0.6737885
## [494,] 72606 424.4720 223.2326 0.8505423 76975 0.6838526
## [495,] 83555 457.5465 235.0999 0.8578936 86694 0.7112274
## [496,] 146268 588.0092 321.6080 0.8371693 150416 0.6954215
## [497,] 113608 559.2668 264.0287 0.8815461 118098 0.6278628
## [498,] 75058 424.7637 228.8458 0.8424591 78952 0.6854612
## [499,] 116406 612.6653 251.8328 0.9116152 125638 0.5262596
## [500,] 100319 480.7790 267.6689 0.8306868 104255 0.6396141
## [501,] 143386 469.2765 397.3102 0.5321595 146328 0.7502603
## [502,] 164782 660.3642 322.6209 0.8725359 169000 0.7577577
## [503,] 71639 400.4140 231.6201 0.8157166 76252 0.6424619
## [504,] 141220 575.6824 316.6212 0.8351693 144300 0.6591519
## [505,] 88290 514.4362 221.4448 0.9026091 92317 0.5551573
## [506,] 102569 515.3952 259.1942 0.8643424 106888 0.5732418
## [507,] 182160 997.2919 271.8724 0.9621244 221527 0.3798561
## [508,] 208264 675.0983 395.5793 0.8103414 212813 0.7717483
## [509,] 133101 641.5097 265.3140 0.9104689 136793 0.5824964
## [510,] 169009 719.5059 301.5651 0.9079271 174718 0.7169266
## [511,] 81901 450.8275 237.2090 0.8503834 85000 0.5831079
## [512,] 80678 457.9252 229.7036 0.8650892 85201 0.6073596
## [513,] 101661 440.9818 295.5307 0.7422119 105429 0.7132904
## [514,] 82207 451.0060 235.1598 0.8533053 84780 0.6294371
## [515,] 166275 602.3078 356.2363 0.8063400 168292 0.7192821
## [516,] 188651 621.0127 390.3076 0.7778081 192922 0.7471563
## [517,] 202118 684.6030 379.7193 0.8320796 209242 0.7172188
## [518,] 97375 468.9040 268.2670 0.8201734 100169 0.6947169
## [519,] 64303 442.7453 187.0290 0.9063954 67199 0.6862354
## [520,] 86715 440.4743 254.3360 0.8164515 89920 0.7353714
## [521,] 155702 655.3990 304.6121 0.8854295 160709 0.6970462
## [522,] 84295 458.8440 238.2890 0.8545770 88521 0.7084506
## [523,] 177206 699.6183 328.1121 0.8832049 181412 0.7391529
## [524,] 110897 518.7876 275.2605 0.8476322 115550 0.7304361
## [525,] 56903 360.8153 204.0377 0.8247546 59797 0.7184269
## [526,] 113029 558.5162 265.2842 0.8799964 116783 0.6620918
## [527,] 69579 398.5967 224.5785 0.8261686 71648 0.7193859
## [528,] 163442 594.7592 351.4257 0.8067664 167471 0.7046858
## [529,] 114289 580.6008 261.7637 0.8925999 120657 0.6494874
## [530,] 74652 424.9807 231.6043 0.8384516 79014 0.5926173
## [531,] 90559 473.5758 246.9200 0.8533156 95477 0.6732310
## [532,] 104352 562.3359 239.4026 0.9048508 107968 0.6680666
## [533,] 82161 441.7956 246.8101 0.8294020 86909 0.6302430
## [534,] 131816 532.7314 322.6830 0.7956823 138992 0.7221924
## [535,] 163082 696.1490 302.2224 0.9008480 167442 0.7637786
## [536,] 77012 425.2194 239.4696 0.8263431 81325 0.6542798
## [537,] 81604 528.5859 204.7395 0.9219393 87172 0.4914601
## [538,] 82853 430.1150 251.1757 0.8117728 85292 0.7464369
## [539,] 145693 591.1801 321.4312 0.8392725 151644 0.6485275
## [540,] 96443 541.2001 232.5480 0.9029767 101271 0.5534114
## [541,] 168620 730.7610 295.5005 0.9145939 172003 0.7967303
## [542,] 193032 661.1488 376.4322 0.8220878 197672 0.6311205
## [543,] 140897 588.0709 308.0258 0.8518473 146231 0.7339991
## [544,] 118988 483.3400 315.2485 0.7580218 122375 0.7844673
## [545,] 103666 456.3827 293.9224 0.7650034 107992 0.6472652
## [546,] 68231 394.6465 228.1610 0.8159375 71591 0.6645273
## [547,] 88928 395.7250 300.2270 0.6514683 93821 0.6710636
## [548,] 117077 496.1308 314.5474 0.7733322 123305 0.7088316
## [549,] 123056 618.1418 256.9501 0.9095103 128101 0.6412841
## [550,] 94455 496.8950 245.2439 0.8697159 97496 0.7198875
## [551,] 89311 429.2791 270.8593 0.7758127 94720 0.6826492
## [552,] 68982 400.7369 223.9077 0.8293430 73278 0.7287652
## [553,] 204864 596.6398 440.4971 0.6744762 209457 0.7510090
## [554,] 83693 437.7349 245.4243 0.8280402 87230 0.7028595
## [555,] 75529 418.5185 233.9902 0.8291059 79168 0.6586697
## [556,] 121034 518.7204 305.7358 0.8078386 125665 0.7066647
## [557,] 105192 440.5629 305.7918 0.7198850 107313 0.7369018
## [558,] 77402 469.4593 215.0800 0.8888780 80680 0.6213285
## [559,] 87857 380.7765 300.9086 0.6127845 90968 0.7284992
## [560,] 139399 522.4680 348.2822 0.7454071 144034 0.6936309
## [561,] 178334 626.0642 366.2370 0.8110454 181715 0.7894518
## [562,] 144084 555.9210 332.1239 0.8019211 149076 0.7294211
## [563,] 84975 511.8747 215.4482 0.9071069 88730 0.6296123
## [564,] 118043 493.7652 308.0001 0.7816012 122903 0.6755969
## [565,] 102769 515.6081 261.1367 0.8622614 109161 0.6502309
## [566,] 136960 559.2959 313.3099 0.8283667 139458 0.7221420
## [567,] 113206 548.9710 264.2585 0.8765172 116787 0.7258610
## [568,] 155057 610.6780 325.5077 0.8460984 159681 0.7610570
## [569,] 116715 571.0488 278.8374 0.8726815 127342 0.6026177
## [570,] 91146 498.3918 241.8968 0.8743174 97149 0.6728926
## [571,] 101223 496.5335 276.8662 0.8301109 109593 0.7136119
## [572,] 79492 422.5673 243.1163 0.8179203 82708 0.6373535
## [573,] 93234 452.9265 268.7631 0.8049135 97428 0.7159070
## [574,] 167279 690.0720 311.9957 0.8919569 171794 0.5786739
## [575,] 193558 769.4251 321.6858 0.9084075 197851 0.6059158
## [576,] 146175 592.9085 319.0201 0.8429068 149156 0.6328333
## [577,] 108076 516.0732 270.7434 0.8513352 112975 0.6988154
## [578,] 131811 573.5418 295.4231 0.8571388 135814 0.7115073
## [579,] 129038 540.8148 306.8178 0.8234940 134796 0.6487582
## [580,] 130868 613.1726 273.1819 0.8952710 134139 0.5367842
## [581,] 206720 713.4725 373.6425 0.8519054 210114 0.7805762
## [582,] 205497 632.7276 414.1883 0.7559688 209486 0.7692887
## [583,] 146420 598.0727 314.3906 0.8506867 149403 0.7467360
## [584,] 126014 523.1864 309.1168 0.8067924 130059 0.7362265
## [585,] 101103 484.1659 269.1459 0.8312519 105500 0.6700000
## [586,] 61444 371.6938 213.1798 0.8191803 64321 0.7374725
## [587,] 160605 630.6173 330.7711 0.8513984 167411 0.7231853
## [588,] 100649 433.3669 300.4578 0.7206390 103883 0.7247192
## [589,] 112808 542.5048 267.2019 0.8702934 116961 0.7431553
## [590,] 105951 521.1128 267.7271 0.8579338 111368 0.7335600
## [591,] 177916 581.7097 394.5247 0.7348629 181352 0.7372067
## [592,] 109254 483.1637 289.8287 0.8001080 111624 0.7401030
## [593,] 128574 601.8002 276.2482 0.8884175 135975 0.6740022
## [594,] 124166 525.9454 304.1565 0.8158211 126960 0.7289988
## [595,] 133784 581.2869 300.6357 0.8558707 139806 0.6795896
## [596,] 80481 481.0640 217.5612 0.8918912 85153 0.7149736
## [597,] 63491 326.6329 248.3224 0.6496313 64892 0.7343566
## [598,] 109791 477.0335 294.5338 0.7866274 112766 0.7447800
## [599,] 89236 389.6817 295.3319 0.6523941 92014 0.6969929
## [600,] 152267 598.9676 331.2490 0.8331592 157353 0.5940504
## [601,] 89721 530.1566 223.4999 0.9067943 95252 0.5474331
## [602,] 129493 497.7881 339.5263 0.7312870 136555 0.6475298
## [603,] 74966 465.3608 209.2796 0.8931722 78159 0.7124149
## [604,] 136180 551.4538 316.4698 0.8189375 139701 0.7298902
## [605,] 102013 453.8935 292.1302 0.7653540 106036 0.6378284
## [606,] 169078 644.9313 336.5716 0.8530238 173362 0.6829889
## [607,] 78304 390.9731 262.7704 0.7404664 82394 0.6232857
## [608,] 54321 395.0118 182.3240 0.8871059 58632 0.6250690
## [609,] 101439 524.8172 251.1606 0.8780507 107520 0.7333116
## [610,] 118787 562.2810 273.3299 0.8738981 125083 0.6437134
## [611,] 85517 410.6221 269.8172 0.7538089 88349 0.7029411
## [612,] 72653 403.1910 231.0557 0.8195080 74718 0.6638979
## [613,] 126515 595.3426 277.9093 0.8843599 134574 0.7129775
## [614,] 117714 480.6297 314.0265 0.7570432 120922 0.7243002
## [615,] 62451 337.2900 237.7054 0.7094549 64499 0.6962751
## [616,] 107895 462.0461 300.5590 0.7595100 110755 0.7640477
## [617,] 199015 615.4172 413.9275 0.7400094 201464 0.7685698
## [618,] 130388 511.8976 326.3124 0.7704863 132727 0.7191837
## [619,] 106440 501.0443 273.1941 0.8382739 108790 0.7507512
## [620,] 109878 541.9484 260.0836 0.8773206 112825 0.6891927
## [621,] 78984 427.4943 236.8826 0.8324377 82328 0.6984172
## [622,] 135899 625.3482 286.8999 0.8885477 144444 0.6325886
## [623,] 193818 678.5596 367.9004 0.8402634 201241 0.7915462
## [624,] 137788 654.4703 272.3013 0.9093355 141442 0.7064312
## [625,] 71800 431.0086 218.7158 0.8616806 77521 0.6481548
## [626,] 96210 482.5120 262.6744 0.8388327 102157 0.6865865
## [627,] 103057 548.4052 241.1232 0.8981541 107983 0.7156537
## [628,] 104602 478.2227 279.3610 0.8116348 106906 0.7799135
## [629,] 105467 465.5738 290.2024 0.7819652 109052 0.7303809
## [630,] 83059 440.5600 243.6365 0.8331709 88806 0.6858089
## [631,] 99378 466.3975 275.5756 0.8067741 102653 0.6870381
## [632,] 90585 489.6478 239.3503 0.8723839 95774 0.6723447
## [633,] 83065 444.9996 241.3312 0.8401735 87785 0.7205500
## [634,] 54357 362.5947 192.9494 0.8466595 56006 0.6999176
## [635,] 169645 731.5619 299.4134 0.9124090 174278 0.7555157
## [636,] 70461 376.1708 243.9548 0.7611965 72819 0.7282791
## [637,] 105347 476.8035 282.0258 0.8063103 108072 0.7690348
## [638,] 160583 630.6452 326.2445 0.8557929 165385 0.7518987
## [639,] 101772 477.9089 273.4044 0.8201946 104567 0.6843379
## [640,] 61123 329.3302 257.2681 0.6242986 70556 0.7232635
## [641,] 90375 480.6325 241.0168 0.8651823 93826 0.6435591
## [642,] 131847 560.4209 302.6407 0.8416497 134950 0.7443138
## [643,] 81998 423.6326 251.2394 0.8051585 83932 0.7294806
## [644,] 105924 497.7006 274.5758 0.8340501 109179 0.7165354
## [645,] 121757 486.5211 323.3517 0.7471814 125067 0.7599126
## [646,] 116198 494.2592 301.6829 0.7921134 118786 0.7193675
## [647,] 86846 459.3960 242.6200 0.8491647 89047 0.7259308
## [648,] 77799 419.3386 238.3433 0.8227669 80688 0.6480010
## [649,] 75242 391.6781 248.0891 0.7738242 77890 0.6681763
## [650,] 113164 486.7664 297.1103 0.7921122 116531 0.7395615
## [651,] 194864 657.8678 378.0585 0.8183836 197430 0.7864269
## [652,] 103313 503.4514 266.4450 0.8484742 108615 0.6670433
## [653,] 98464 488.2150 261.7243 0.8441646 101977 0.6794322
## [654,] 97377 503.9921 252.4996 0.8654477 101317 0.7084231
## [655,] 169880 648.9042 339.1311 0.8525650 177170 0.7137665
## [656,] 69746 370.5605 241.9145 0.7575011 72724 0.7126028
## [657,] 172334 595.8177 375.0205 0.7770640 174610 0.6361113
## [658,] 192815 731.4403 337.1024 0.8874652 196576 0.7343990
## [659,] 92121 432.0619 275.6906 0.7699690 95197 0.7154473
## [660,] 82462 434.5712 244.4575 0.8267798 85611 0.6499109
## [661,] 53325 351.2037 197.2136 0.8274521 56030 0.7061417
## [662,] 151703 595.1071 330.3428 0.8317850 156402 0.6713086
## [663,] 40702 274.1690 191.3784 0.7160677 41924 0.7216155
## [664,] 81480 434.1003 242.7018 0.8291060 84581 0.6740123
## [665,] 104669 546.6728 248.5279 0.8906859 110984 0.6873457
## [666,] 85390 403.7297 272.9703 0.7367902 88615 0.7104998
## [667,] 178692 594.7222 384.0380 0.7635543 181288 0.7470464
## [668,] 104385 488.8976 277.6837 0.8230428 108197 0.7721698
## [669,] 206689 746.1453 355.3007 0.8793470 212569 0.7458089
## [670,] 98166 420.7022 299.5836 0.7020742 100659 0.7074262
## [671,] 156769 662.9666 307.8681 0.8856363 161782 0.7421088
## [672,] 182823 700.0085 337.7067 0.8759333 190749 0.6988914
## [673,] 96139 498.3877 250.1120 0.8649591 100204 0.6753611
## [674,] 99177 494.0552 260.9736 0.8491027 104468 0.6141751
## [675,] 76114 435.3879 224.7276 0.8564952 77824 0.6819273
## [676,] 111056 514.7145 277.8791 0.8417482 114995 0.6707860
## [677,] 51350 342.6553 204.0111 0.8034421 54576 0.6491783
## [678,] 144973 614.8149 304.3315 0.8688947 150534 0.7336690
## [679,] 182788 621.2068 379.4244 0.7917957 188848 0.7330609
## [680,] 128442 585.9820 281.6014 0.8769601 133704 0.7506838
## [681,] 76364 381.8024 258.5880 0.7357233 78977 0.7473478
## [682,] 158808 658.9566 308.5284 0.8836185 162376 0.7266105
## [683,] 106923 591.1158 234.8233 0.9177085 111428 0.5222788
## [684,] 60640 369.2704 218.5287 0.8060958 66145 0.7117204
## [685,] 88257 452.9246 254.4822 0.8272294 92886 0.7360884
## [686,] 102868 430.0261 312.9726 0.6857904 106439 0.7179308
## [687,] 61539 364.2559 220.3620 0.7962522 65462 0.7233925
## [688,] 129292 614.5474 270.0855 0.8982490 133475 0.6896898
## [689,] 57999 311.0225 243.4761 0.6222421 61519 0.6563349
## [690,] 88315 456.7407 248.1500 0.8395348 92046 0.6441930
## [691,] 88250 478.4818 238.3219 0.8671315 92397 0.6066001
## [692,] 141137 600.1261 305.7668 0.8604681 145158 0.5855894
## [693,] 123980 531.8683 332.5762 0.7803860 138078 0.6676216
## [694,] 49371 320.6434 200.2456 0.7810154 52692 0.6751220
## [695,] 172783 820.7240 352.1937 0.9032448 219952 0.4969370
## [696,] 86852 456.4787 248.6069 0.8386837 90550 0.6078540
## [697,] 91464 433.2198 273.2555 0.7759822 93852 0.7177024
## [698,] 93441 396.7908 300.8126 0.6521222 95370 0.7233171
## [699,] 94211 450.0046 269.2866 0.8011912 96340 0.7168478
## [700,] 124630 585.0938 275.4936 0.8822113 128308 0.6818319
## [701,] 116361 554.4901 277.0669 0.8662108 125132 0.7474130
## [702,] 152992 572.7054 341.2457 0.8030968 155411 0.7775248
## [703,] 147843 651.0028 299.7433 0.8876944 155494 0.7193256
## [704,] 135036 582.6875 301.5685 0.8556545 139124 0.6345677
## [705,] 128107 616.9944 267.9807 0.9007526 133001 0.6214834
## [706,] 79975 439.3125 240.4942 0.8368495 83384 0.6911616
## [707,] 60674 345.3152 225.2188 0.7580365 62614 0.7355762
## [708,] 96404 470.1017 264.2362 0.8270808 99678 0.7545474
## [709,] 222915 731.5594 389.9467 0.8460933 227170 0.7705430
## [710,] 108379 482.5656 289.3857 0.8002387 111707 0.7027102
## [711,] 62562 407.9393 198.7101 0.8733422 64694 0.6282587
## [712,] 204226 648.2043 402.2833 0.7841179 207198 0.7739879
## [713,] 77985 473.3407 214.0920 0.8918658 82967 0.6743774
## [714,] 104728 495.6717 272.6867 0.8350752 109157 0.7302189
## [715,] 85449 471.1247 238.3287 0.8626087 89794 0.5847705
## [716,] 97558 477.1107 261.9163 0.8358464 100259 0.7770450
## [717,] 97049 548.2208 231.6610 0.9063309 102899 0.6163015
## [718,] 58870 355.1360 212.0295 0.8022135 60490 0.7349563
## [719,] 83889 450.9890 241.3304 0.8447800 88842 0.7298250
## [720,] 110527 514.5888 275.5834 0.8445093 114538 0.6896989
## [721,] 66793 362.2312 236.4044 0.7576733 69506 0.6841092
## [722,] 91665 485.4521 243.0800 0.8656040 95741 0.7000321
## [723,] 126149 478.8771 345.9200 0.6915209 134778 0.6249084
## [724,] 101618 443.4930 293.3842 0.7499182 104508 0.7502418
## [725,] 96442 450.4081 276.9226 0.7886628 100712 0.7030581
## [726,] 79397 434.9941 235.5195 0.8407449 83074 0.6961169
## [727,] 86658 439.2291 258.3043 0.8087986 89048 0.6997578
## [728,] 113046 548.9408 265.3051 0.8754528 116819 0.6771817
## [729,] 53373 330.6772 215.7016 0.7579586 56639 0.6542813
## [730,] 80274 404.3025 256.0625 0.7738706 84523 0.6635421
## [731,] 89431 464.8339 247.3520 0.8466627 92412 0.6247974
## [732,] 84383 403.9094 271.2515 0.7409455 87629 0.6749452
## [733,] 98260 520.1031 245.2098 0.8818854 103918 0.5764571
## [734,] 104656 489.4542 273.4527 0.8293773 106961 0.7416100
## [735,] 100186 462.5059 277.6991 0.7996827 101921 0.6822429
## [736,] 122617 503.6876 322.6225 0.7679406 131499 0.6432536
## [737,] 117301 507.2404 296.8299 0.8108993 122361 0.6184022
## [738,] 48007 302.6110 209.1161 0.7228173 50679 0.6770513
## [739,] 165681 615.2109 346.7022 0.8260818 170954 0.7358237
## [740,] 83929 429.0904 252.0376 0.8093139 87269 0.7048415
## [741,] 109701 546.6353 256.6147 0.8829622 113425 0.5806252
## [742,] 117098 637.7702 237.4718 0.9280936 120417 0.6528657
## [743,] 107082 536.8516 258.7172 0.8762176 112201 0.7295209
## [744,] 102944 477.1675 277.2225 0.8139213 108053 0.7156841
## [745,] 53077 327.2878 212.2311 0.7612539 55532 0.6464133
## [746,] 78161 453.2034 222.6050 0.8710574 81689 0.7334929
## [747,] 122433 585.2942 270.7088 0.8866102 128445 0.5794932
## [748,] 142069 662.7138 275.4397 0.9095366 148697 0.7322767
## [749,] 82585 436.1824 264.8741 0.7945068 93928 0.5884470
## [750,] 96753 477.4997 261.9434 0.8361027 99964 0.6941073
## [751,] 106393 472.3094 287.5939 0.7932394 109501 0.6783883
## [752,] 182122 620.4872 376.4886 0.7948829 187560 0.7218298
## [753,] 49691 336.6781 189.2617 0.8270391 52077 0.7249504
## [754,] 79057 436.3900 236.8954 0.8398281 82642 0.6545971
## [755,] 110785 560.0071 259.3973 0.8862519 116070 0.5585667
## [756,] 171749 671.2546 328.9099 0.8717265 175679 0.7381593
## [757,] 149841 547.4564 354.5846 0.7619000 155682 0.7118473
## [758,] 97513 486.9022 257.2700 0.8490072 100196 0.6889090
## [759,] 97254 422.0441 305.8751 0.6890152 100815 0.6333496
## [760,] 132116 519.6800 325.3325 0.7798033 133811 0.7450711
## [761,] 132730 535.9809 324.9589 0.7952450 139810 0.6885586
## [762,] 68576 377.1369 235.1295 0.7818559 71551 0.7190747
## [763,] 109011 504.3955 277.0340 0.8356650 111306 0.6209330
## [764,] 109438 502.7293 280.3437 0.8300806 113476 0.6354731
## [765,] 76551 394.4426 255.2544 0.7623823 81613 0.6323655
## [766,] 121080 573.4036 270.6325 0.8816116 124432 0.7237904
## [767,] 86202 437.7713 253.9093 0.8146132 90825 0.7051461
## [768,] 134913 639.6016 273.0921 0.9042648 139500 0.7367263
## [769,] 175247 713.0171 316.3985 0.8961526 179961 0.5921627
## [770,] 195281 609.8297 408.5356 0.7424355 197426 0.7696561
## [771,] 131496 506.1154 334.3318 0.7507521 134210 0.7055226
## [772,] 175946 604.5301 372.8498 0.7871514 180289 0.7758376
## [773,] 66265 424.5594 203.3813 0.8777926 70487 0.6280150
## [774,] 106938 498.4339 274.5903 0.8345672 110118 0.7731874
## [775,] 76624 473.9660 207.7370 0.8988311 80356 0.6610076
## [776,] 88747 425.0073 268.6685 0.7748458 92317 0.7613128
## [777,] 165940 624.8450 340.6956 0.8382746 170781 0.7794636
## [778,] 181926 579.9186 400.8017 0.7227263 185474 0.7168085
## [779,] 148073 599.3628 327.0841 0.8379678 152985 0.6901561
## [780,] 103915 516.4855 260.1054 0.8639332 106499 0.6910850
## [781,] 71141 417.1370 219.1853 0.8508236 73629 0.7254548
## [782,] 169494 614.9937 352.2808 0.8196811 172094 0.7401226
## [783,] 47253 360.0192 172.5084 0.8777251 51538 0.7113202
## [784,] 102960 522.3810 252.3654 0.8755619 105956 0.7416585
## [785,] 81570 450.4809 233.6081 0.8550323 84540 0.7332135
## [786,] 62526 357.2051 228.8629 0.7677875 65994 0.7073077
## [787,] 141613 588.3716 311.2962 0.8485714 149492 0.7217935
## [788,] 105961 497.7015 275.9717 0.8321887 109992 0.6975616
## [789,] 125282 536.4990 299.4368 0.8297527 129758 0.7359486
## [790,] 87252 433.4845 261.0666 0.7983065 90160 0.7357946
## [791,] 108771 472.2082 294.4539 0.7817692 111241 0.7700493
## [792,] 138202 556.9819 318.2528 0.8206800 143228 0.6972152
## [793,] 92024 453.7152 260.4861 0.8187726 94643 0.7518608
## [794,] 76708 458.0446 216.3409 0.8814303 78694 0.6583926
## [795,] 105053 490.4096 277.0842 0.8250870 107939 0.6704041
## [796,] 72924 434.2227 220.4918 0.8614838 77356 0.6216032
## [797,] 89169 408.1899 281.3967 0.7244029 93087 0.7138546
## [798,] 93042 470.5658 254.2608 0.8414532 95156 0.6323967
## [799,] 71054 364.7511 249.7234 0.7288810 72956 0.7278482
## [800,] 90675 426.2364 275.2871 0.7634598 92030 0.7401074
## [801,] 137921 598.7610 297.2016 0.8681162 142159 0.7487568
## [802,] 164440 580.7758 362.3456 0.7815048 167563 0.7704273
## [803,] 71502 490.4335 189.4429 0.9223830 75157 0.5005460
## [804,] 144250 606.3518 305.3304 0.8639642 148528 0.8002552
## [805,] 223075 694.2476 411.8104 0.8050735 225916 0.7649405
## [806,] 56244 398.8025 182.8440 0.8887033 58530 0.6563660
## [807,] 142239 614.8345 297.7353 0.8749281 148078 0.6435164
## [808,] 78632 407.9403 245.8212 0.7980501 79715 0.6890110
## [809,] 93430 467.6371 258.9472 0.8326928 98337 0.7129884
## [810,] 97583 522.7866 241.9408 0.8864676 101231 0.7259830
## [811,] 123654 542.4197 293.4732 0.8409939 126325 0.6595302
## [812,] 85894 477.1720 231.0397 0.8749655 89369 0.7303912
## [813,] 235047 772.9569 388.2015 0.8647345 239093 0.7116727
## [814,] 152611 663.1333 297.4180 0.8937808 158488 0.6147150
## [815,] 83932 499.2378 224.4724 0.8932148 88572 0.6708442
## [816,] 117354 520.3266 289.6620 0.8307186 121057 0.7120649
## [817,] 66315 363.5789 234.4545 0.7643078 68906 0.6889441
## [818,] 87663 405.6781 277.4549 0.7295487 89710 0.7436883
## [819,] 95364 481.5644 253.8468 0.8497850 97623 0.7379515
## [820,] 78787 450.2556 228.9125 0.8611177 80567 0.6773764
## [821,] 160451 593.7499 346.7571 0.8117450 163523 0.7852312
## [822,] 121077 521.1910 302.1092 0.8148645 125856 0.7345123
## [823,] 62280 388.5821 205.5144 0.8486948 63596 0.7914400
## [824,] 106897 481.7947 288.6600 0.8006481 109314 0.7159831
## [825,] 111568 491.1121 293.9110 0.8011526 114128 0.7347589
## [826,] 61556 340.7836 231.4352 0.7340213 63181 0.7348040
## [827,] 47609 331.8941 184.2131 0.8318264 49720 0.7481927
## [828,] 61861 345.9436 235.4305 0.7327056 67390 0.7022796
## [829,] 84855 420.3506 275.8810 0.7544899 90768 0.6738053
## [830,] 127292 639.8506 258.3819 0.9148402 129101 0.5347145
## [831,] 125968 522.5438 308.0476 0.8077571 129444 0.7395787
## [832,] 48488 275.3377 226.8022 0.5669914 50103 0.6695943
## [833,] 84774 416.2814 264.0990 0.7729851 90393 0.6976710
## [834,] 78921 376.9878 268.8326 0.7010553 82584 0.7199245
## [835,] 145235 609.6302 306.6080 0.8643207 148876 0.6824953
## [836,] 87039 497.0581 236.2128 0.8798661 96247 0.6369810
## [837,] 181126 949.6627 293.3867 0.9510822 225592 0.4141537
## [838,] 142419 580.4382 318.1806 0.8363650 145899 0.7548577
## [839,] 92619 398.6207 296.8829 0.6673152 95666 0.7429967
## [840,] 68510 348.4010 252.9930 0.6875313 70513 0.6708774
## [841,] 48551 302.8128 205.9634 0.7330569 50748 0.7428244
## [842,] 92472 424.4200 282.2115 0.7469017 95982 0.7461632
## [843,] 100928 465.1799 287.0157 0.7869637 105549 0.6861929
## [844,] 96920 447.5951 277.4359 0.7847308 100285 0.6872589
## [845,] 96762 457.4775 277.3868 0.7952057 101717 0.7886835
## [846,] 151908 594.1828 328.5681 0.8331980 155600 0.7212078
## [847,] 75368 387.8523 250.5845 0.7632677 77706 0.7350968
## [848,] 168269 614.3804 353.4663 0.8179273 173527 0.7562414
## [849,] 99333 422.8769 302.2096 0.6994808 101942 0.7207654
## [850,] 102722 416.8989 317.5428 0.6479556 107169 0.7244198
## [851,] 104468 542.1782 250.0631 0.8872861 108119 0.6469328
## [852,] 73699 408.5856 231.1421 0.8246023 76106 0.7031811
## [853,] 71918 448.5277 207.7512 0.8862617 75002 0.6963738
## [854,] 127933 560.7227 294.6626 0.8507905 130766 0.6677785
## [855,] 73294 445.2461 217.6202 0.8724161 76157 0.6544341
## [856,] 189069 679.4893 357.0473 0.8508158 195810 0.6121432
## [857,] 159064 570.2169 368.2207 0.7635443 165584 0.7819641
## [858,] 120818 492.6065 315.2013 0.7684879 123230 0.6720325
## [859,] 59890 402.4157 194.6688 0.8752059 61673 0.7197106
## [860,] 137593 558.0588 316.7128 0.8233555 142114 0.6777646
## [861,] 166654 607.9965 349.6590 0.8180829 169060 0.7535177
## [862,] 55858 298.8589 239.8994 0.5963587 58630 0.6814527
## [863,] 105308 473.3134 284.1706 0.7997105 108094 0.7870141
## [864,] 67468 424.5637 207.8231 0.8720044 70674 0.6116939
## [865,] 132680 549.8653 308.3923 0.8279170 136612 0.6506537
## [866,] 154197 582.6122 343.2602 0.8080059 160008 0.7622195
## [867,] 225043 740.0037 390.3009 0.8495979 229195 0.7441874
## [868,] 66613 433.1942 199.8147 0.8872655 70454 0.7089506
## [869,] 141559 594.1144 306.3100 0.8568450 146674 0.7644895
## [870,] 77622 460.1429 226.5813 0.8703605 82990 0.6512131
## [871,] 179668 690.4334 332.5533 0.8763589 181954 0.7794031
## [872,] 105091 507.6851 268.0873 0.8492081 108296 0.7002705
## [873,] 66938 356.3233 248.6742 0.7162055 69880 0.7086611
## [874,] 97494 451.7828 278.2800 0.7877776 101878 0.6896957
## [875,] 101770 468.6679 279.8129 0.8022124 103475 0.7851775
## [876,] 88338 504.4822 227.1275 0.8929181 90790 0.7271575
## [877,] 119336 563.5463 275.3558 0.8725009 125523 0.6681560
## [878,] 126019 520.6800 316.1899 0.7945007 130948 0.6945109
## [879,] 154498 621.3515 318.5977 0.8585382 159694 0.7500485
## [880,] 82632 471.3667 227.3932 0.8759442 87501 0.6330790
## [881,] 218459 571.2892 492.2753 0.5074318 228259 0.7319737
## [882,] 150420 607.7097 316.8097 0.8533628 153905 0.6424087
## [883,] 110296 487.6912 289.9248 0.8041071 113271 0.6870997
## [884,] 171264 609.6431 359.2246 0.8079599 174156 0.7717376
## [885,] 110936 500.9313 286.2524 0.8206436 113888 0.7323959
## [886,] 54502 346.4580 204.0812 0.8080963 56464 0.6361111
## [887,] 142415 532.0841 342.4207 0.7654072 144862 0.7706439
## [888,] 94282 494.1630 244.8039 0.8686701 97707 0.7023862
## [889,] 68799 356.5678 253.2547 0.7039427 71879 0.7009292
## [890,] 79058 454.4372 236.9643 0.8532846 82555 0.5782560
## [891,] 85646 469.7748 238.5394 0.8614903 92673 0.6810436
## [892,] 107486 462.8131 296.0912 0.7685713 108914 0.7599675
## [893,] 149703 637.8730 304.6225 0.8785992 154549 0.5938050
## [894,] 187391 660.6556 362.3150 0.8362047 189799 0.7139466
## [895,] 115272 511.4720 291.5913 0.8215738 119773 0.6247602
## [896,] 83248 430.0773 247.8387 0.8172626 85839 0.6687929
## [897,] 87350 440.7357 259.2931 0.8086290 90899 0.6364762
## [898,] 99657 431.7070 298.8373 0.7216841 106264 0.7410985
## [899,] 93523 476.3441 254.1761 0.8457385 97653 0.6587983
## [900,] 85609 512.0818 215.2720 0.9073454 89197 0.6320200
## Perimeter
## [1,] 1184.040
## [2,] 1121.786
## [3,] 1208.575
## [4,] 844.162
## [5,] 1073.251
## [6,] 881.836
## [7,] 823.796
## [8,] 933.366
## [9,] 849.728
## [10,] 981.544
## [11,] 1176.305
## [12,] 818.873
## [13,] 803.748
## [14,] 1042.770
## [15,] 1084.729
## [16,] 751.413
## [17,] 1028.445
## [18,] 981.509
## [19,] 814.680
## [20,] 1061.321
## [21,] 1035.501
## [22,] 928.272
## [23,] 1106.355
## [24,] 971.769
## [25,] 1181.921
## [26,] 1059.186
## [27,] 1010.474
## [28,] 964.603
## [29,] 1063.868
## [30,] 982.788
## [31,] 1162.877
## [32,] 828.697
## [33,] 1075.792
## [34,] 972.472
## [35,] 844.312
## [36,] 784.912
## [37,] 926.095
## [38,] 968.729
## [39,] 1100.676
## [40,] 843.764
## [41,] 1201.390
## [42,] 1036.940
## [43,] 1095.283
## [44,] 1135.662
## [45,] 1141.189
## [46,] 992.114
## [47,] 1022.568
## [48,] 790.427
## [49,] 870.387
## [50,] 902.624
## [51,] 845.786
## [52,] 1340.897
## [53,] 1030.155
## [54,] 901.102
## [55,] 1298.188
## [56,] 861.580
## [57,] 952.023
## [58,] 936.371
## [59,] 1039.551
## [60,] 619.074
## [61,] 1003.374
## [62,] 868.060
## [63,] 1157.330
## [64,] 997.989
## [65,] 990.547
## [66,] 981.517
## [67,] 912.153
## [68,] 1179.694
## [69,] 903.308
## [70,] 1069.770
## [71,] 1255.245
## [72,] 1054.198
## [73,] 1086.857
## [74,] 1049.093
## [75,] 894.480
## [76,] 873.777
## [77,] 1081.339
## [78,] 814.182
## [79,] 1091.754
## [80,] 860.402
## [81,] 896.728
## [82,] 957.132
## [83,] 991.612
## [84,] 1176.600
## [85,] 1100.836
## [86,] 2253.557
## [87,] 1034.183
## [88,] 755.822
## [89,] 750.909
## [90,] 867.582
## [91,] 889.626
## [92,] 933.896
## [93,] 1140.684
## [94,] 989.016
## [95,] 934.547
## [96,] 769.242
## [97,] 1045.658
## [98,] 920.573
## [99,] 860.548
## [100,] 1012.365
## [101,] 1114.736
## [102,] 978.850
## [103,] 911.857
## [104,] 973.259
## [105,] 966.329
## [106,] 842.121
## [107,] 872.289
## [108,] 1035.022
## [109,] 1115.811
## [110,] 975.425
## [111,] 1187.338
## [112,] 883.973
## [113,] 877.799
## [114,] 847.664
## [115,] 1259.451
## [116,] 1144.973
## [117,] 1154.540
## [118,] 1136.669
## [119,] 1013.202
## [120,] 1075.271
## [121,] 1051.020
## [122,] 923.190
## [123,] 855.997
## [124,] 977.425
## [125,] 1223.904
## [126,] 930.627
## [127,] 993.050
## [128,] 900.109
## [129,] 861.179
## [130,] 1193.280
## [131,] 1048.675
## [132,] 1003.769
## [133,] 875.174
## [134,] 893.451
## [135,] 922.011
## [136,] 953.496
## [137,] 1212.667
## [138,] 998.437
## [139,] 965.068
## [140,] 1252.875
## [141,] 845.128
## [142,] 938.705
## [143,] 1096.751
## [144,] 851.632
## [145,] 847.792
## [146,] 1066.388
## [147,] 1073.768
## [148,] 922.878
## [149,] 790.531
## [150,] 993.455
## [151,] 879.832
## [152,] 925.795
## [153,] 1051.266
## [154,] 1071.385
## [155,] 1070.053
## [156,] 1153.434
## [157,] 810.195
## [158,] 950.721
## [159,] 791.464
## [160,] 846.833
## [161,] 857.776
## [162,] 906.666
## [163,] 1075.279
## [164,] 1252.762
## [165,] 1101.502
## [166,] 978.631
## [167,] 928.217
## [168,] 798.515
## [169,] 1183.447
## [170,] 848.487
## [171,] 1157.001
## [172,] 988.273
## [173,] 948.233
## [174,] 1097.292
## [175,] 912.259
## [176,] 1127.409
## [177,] 1139.446
## [178,] 862.778
## [179,] 777.663
## [180,] 848.422
## [181,] 1176.287
## [182,] 1024.993
## [183,] 953.445
## [184,] 867.446
## [185,] 1057.448
## [186,] 817.410
## [187,] 747.161
## [188,] 906.829
## [189,] 1015.771
## [190,] 1102.423
## [191,] 1059.644
## [192,] 1094.590
## [193,] 734.102
## [194,] 1120.963
## [195,] 820.714
## [196,] 1122.160
## [197,] 1001.236
## [198,] 1070.062
## [199,] 966.438
## [200,] 916.044
## [201,] 945.523
## [202,] 958.627
## [203,] 1063.377
## [204,] 1050.909
## [205,] 1001.714
## [206,] 1040.788
## [207,] 762.439
## [208,] 975.553
## [209,] 763.979
## [210,] 834.328
## [211,] 869.795
## [212,] 891.528
## [213,] 949.936
## [214,] 944.879
## [215,] 898.546
## [216,] 947.541
## [217,] 883.044
## [218,] 1057.897
## [219,] 1131.096
## [220,] 869.188
## [221,] 875.764
## [222,] 1048.186
## [223,] 904.508
## [224,] 1198.259
## [225,] 1113.144
## [226,] 1110.378
## [227,] 1216.535
## [228,] 1020.029
## [229,] 1065.191
## [230,] 1056.740
## [231,] 931.430
## [232,] 895.745
## [233,] 1169.983
## [234,] 750.365
## [235,] 877.430
## [236,] 737.468
## [237,] 799.991
## [238,] 929.471
## [239,] 870.063
## [240,] 849.225
## [241,] 895.040
## [242,] 877.020
## [243,] 931.117
## [244,] 968.360
## [245,] 1094.576
## [246,] 929.115
## [247,] 907.025
## [248,] 926.255
## [249,] 1004.245
## [250,] 868.951
## [251,] 1110.440
## [252,] 813.276
## [253,] 770.590
## [254,] 793.005
## [255,] 1095.055
## [256,] 804.559
## [257,] 966.493
## [258,] 802.261
## [259,] 1050.012
## [260,] 761.949
## [261,] 979.447
## [262,] 860.580
## [263,] 785.843
## [264,] 875.267
## [265,] 974.079
## [266,] 1092.709
## [267,] 945.191
## [268,] 1042.257
## [269,] 1004.349
## [270,] 1037.399
## [271,] 893.644
## [272,] 1179.024
## [273,] 1180.478
## [274,] 1030.869
## [275,] 884.495
## [276,] 699.415
## [277,] 1112.212
## [278,] 1014.789
## [279,] 840.167
## [280,] 1075.307
## [281,] 927.048
## [282,] 1032.358
## [283,] 887.109
## [284,] 1099.512
## [285,] 1055.302
## [286,] 940.220
## [287,] 1174.166
## [288,] 1050.867
## [289,] 1071.612
## [290,] 941.486
## [291,] 2098.263
## [292,] 1002.035
## [293,] 1050.221
## [294,] 1148.651
## [295,] 1024.256
## [296,] 978.434
## [297,] 915.496
## [298,] 921.613
## [299,] 1228.366
## [300,] 737.637
## [301,] 1120.019
## [302,] 903.769
## [303,] 1040.716
## [304,] 1103.153
## [305,] 970.754
## [306,] 989.499
## [307,] 1018.553
## [308,] 915.939
## [309,] 972.971
## [310,] 833.117
## [311,] 950.717
## [312,] 901.170
## [313,] 948.889
## [314,] 769.691
## [315,] 977.085
## [316,] 843.960
## [317,] 875.659
## [318,] 754.022
## [319,] 944.713
## [320,] 919.044
## [321,] 998.470
## [322,] 909.604
## [323,] 854.724
## [324,] 1048.486
## [325,] 989.581
## [326,] 754.366
## [327,] 1074.702
## [328,] 1006.220
## [329,] 940.413
## [330,] 1100.850
## [331,] 973.599
## [332,] 921.762
## [333,] 970.932
## [334,] 946.487
## [335,] 1052.159
## [336,] 928.274
## [337,] 1026.686
## [338,] 1168.247
## [339,] 1140.399
## [340,] 867.003
## [341,] 781.970
## [342,] 1196.030
## [343,] 934.684
## [344,] 1036.517
## [345,] 1010.809
## [346,] 1114.880
## [347,] 850.782
## [348,] 981.059
## [349,] 1189.483
## [350,] 1073.138
## [351,] 855.392
## [352,] 1141.296
## [353,] 820.106
## [354,] 930.619
## [355,] 1084.306
## [356,] 1024.207
## [357,] 908.357
## [358,] 1026.109
## [359,] 1097.299
## [360,] 1008.276
## [361,] 928.016
## [362,] 841.666
## [363,] 995.692
## [364,] 1230.233
## [365,] 1017.749
## [366,] 840.545
## [367,] 989.917
## [368,] 916.396
## [369,] 1106.033
## [370,] 941.429
## [371,] 713.775
## [372,] 1011.054
## [373,] 1099.568
## [374,] 1202.369
## [375,] 1006.028
## [376,] 998.793
## [377,] 1033.870
## [378,] 757.295
## [379,] 943.599
## [380,] 1113.607
## [381,] 1112.784
## [382,] 718.847
## [383,] 678.815
## [384,] 1006.375
## [385,] 1065.680
## [386,] 836.109
## [387,] 1018.353
## [388,] 1079.752
## [389,] 1079.973
## [390,] 1014.268
## [391,] 907.423
## [392,] 1120.777
## [393,] 894.039
## [394,] 1047.037
## [395,] 1176.657
## [396,] 727.561
## [397,] 1103.236
## [398,] 1073.916
## [399,] 1163.528
## [400,] 983.385
## [401,] 909.681
## [402,] 798.546
## [403,] 897.111
## [404,] 1165.084
## [405,] 1074.108
## [406,] 897.796
## [407,] 971.938
## [408,] 1046.520
## [409,] 1130.673
## [410,] 1254.861
## [411,] 979.727
## [412,] 1068.375
## [413,] 935.816
## [414,] 910.837
## [415,] 761.131
## [416,] 915.379
## [417,] 719.935
## [418,] 873.837
## [419,] 1038.741
## [420,] 1118.999
## [421,] 1080.007
## [422,] 1179.374
## [423,] 713.940
## [424,] 772.501
## [425,] 782.362
## [426,] 1104.717
## [427,] 931.451
## [428,] 766.531
## [429,] 858.386
## [430,] 997.276
## [431,] 939.149
## [432,] 962.708
## [433,] 971.185
## [434,] 1080.034
## [435,] 1023.064
## [436,] 683.004
## [437,] 1114.488
## [438,] 1146.164
## [439,] 1148.363
## [440,] 1193.908
## [441,] 882.669
## [442,] 977.095
## [443,] 966.758
## [444,] 1067.692
## [445,] 1035.277
## [446,] 997.264
## [447,] 1154.562
## [448,] 1043.187
## [449,] 961.439
## [450,] 801.526
## [451,] 1590.354
## [452,] 1432.006
## [453,] 1276.807
## [454,] 1216.979
## [455,] 1083.477
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## [575,] 1865.297
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## [608,] 1021.989
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## [611,] 1127.889
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## [614,] 1361.884
## [615,] 963.009
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## [640,] 1128.077
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## [657,] 1591.894
## [658,] 1803.686
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## [674,] 1317.687
## [675,] 1100.929
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## [685,] 1209.622
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## [689,] 968.697
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## [695,] 2289.889
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## [700,] 1485.990
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## [702,] 1500.251
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## [705,] 1513.469
## [706,] 1162.608
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## [708,] 1265.032
## [709,] 1876.307
## [710,] 1316.871
## [711,] 1030.757
## [712,] 1724.662
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## [714,] 1316.398
## [715,] 1246.200
## [716,] 1229.813
## [717,] 1399.672
## [718,] 940.363
## [719,] 1183.981
## [720,] 1360.821
## [721,] 1024.169
## [722,] 1244.563
## [723,] 1549.185
## [724,] 1238.627
## [725,] 1239.314
## [726,] 1148.633
## [727,] 1184.581
## [728,] 1385.645
## [729,] 936.823
## [730,] 1153.618
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## [732,] 1140.605
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## [735,] 1217.831
## [736,] 1429.352
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## [739,] 1635.791
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## [742,] 1484.334
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## [744,] 1339.098
## [745,] 934.708
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## [749,] 1320.460
## [750,] 1258.683
## [751,] 1281.378
## [752,] 1695.230
## [753,] 919.419
## [754,] 1148.146
## [755,] 1456.757
## [756,] 1689.585
## [757,] 1544.342
## [758,] 1272.882
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## [760,] 1393.335
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## [762,] 1087.108
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## [765,] 1130.405
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## [767,] 1199.809
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## [770,] 1639.103
## [771,] 1412.020
## [772,] 1622.809
## [773,] 1126.765
## [774,] 1285.854
## [775,] 1205.819
## [776,] 1184.156
## [777,] 1641.140
## [778,] 1628.157
## [779,] 1557.606
## [780,] 1285.063
## [781,] 1085.215
## [782,] 1607.527
## [783,] 940.542
## [784,] 1311.161
## [785,] 1162.256
## [786,] 1006.598
## [787,] 1521.811
## [788,] 1347.989
## [789,] 1404.303
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## [791,] 1267.646
## [792,] 1576.336
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## [796,] 1183.236
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## [799,] 1027.206
## [800,] 1163.021
## [801,] 1510.852
## [802,] 1554.365
## [803,] 1182.852
## [804,] 1547.081
## [805,] 1812.569
## [806,] 1008.134
## [807,] 1553.114
## [808,] 1068.727
## [809,] 1258.966
## [810,] 1298.731
## [811,] 1400.524
## [812,] 1202.493
## [813,] 1942.050
## [814,] 1755.968
## [815,] 1258.062
## [816,] 1374.171
## [817,] 1015.021
## [818,] 1126.518
## [819,] 1225.352
## [820,] 1142.632
## [821,] 1548.609
## [822,] 1403.043
## [823,] 977.906
## [824,] 1284.690
## [825,] 1303.224
## [826,] 956.302
## [827,] 874.091
## [828,] 1063.621
## [829,] 1172.642
## [830,] 1496.062
## [831,] 1414.078
## [832,] 859.326
## [833,] 1209.582
## [834,] 1144.959
## [835,] 1538.316
## [836,] 1271.343
## [837,] 2352.029
## [838,] 1512.658
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## [840,] 1028.839
## [841,] 862.001
## [842,] 1204.610
## [843,] 1310.510
## [844,] 1229.910
## [845,] 1248.750
## [846,] 1560.016
## [847,] 1078.409
## [848,] 1641.456
## [849,] 1191.348
## [850,] 1261.988
## [851,] 1360.497
## [852,] 1079.578
## [853,] 1091.499
## [854,] 1426.600
## [855,] 1147.600
## [856,] 1831.909
## [857,] 1563.830
## [858,] 1311.522
## [859,] 1034.144
## [860,] 1478.596
## [861,] 1574.164
## [862,] 915.130
## [863,] 1259.934
## [864,] 1105.042
## [865,] 1453.895
## [866,] 1555.816
## [867,] 1853.893
## [868,] 1085.157
## [869,] 1530.598
## [870,] 1205.141
## [871,] 1681.985
## [872,] 1295.591
## [873,] 1022.705
## [874,] 1254.755
## [875,] 1233.824
## [876,] 1230.493
## [877,] 1469.764
## [878,] 1422.242
## [879,] 1585.782
## [880,] 1243.987
## [881,] 1947.460
## [882,] 1557.266
## [883,] 1316.112
## [884,] 1592.095
## [885,] 1319.435
## [886,] 927.283
## [887,] 1449.803
## [888,] 1269.680
## [889,] 1041.270
## [890,] 1175.034
## [891,] 1226.892
## [892,] 1235.078
## [893,] 1596.356
## [894,] 1682.478
## [895,] 1392.653
## [896,] 1129.072
## [897,] 1214.252
## [898,] 1292.828
## [899,] 1258.548
## [900,] 1272.862
drop(scale(new_raisin,center=center, scale=scale)%*%raisin_data_pca$rotation[,1])
## [1] 0.076951073 -0.475111731 0.371902131 -2.620987667 -0.961519225
## [6] -2.171955504 -2.550059292 -1.751482293 -2.462199822 -1.259785008
## [11] -0.049752921 -2.601221747 -2.825803420 -1.216069894 -0.673474424
## [16] -3.254523251 -1.133177688 -1.351924347 -2.621030511 -0.782144951
## [21] -1.162284438 -1.846454972 -0.346411038 -2.016633539 0.430993843
## [26] -0.851444536 -1.314929693 -1.619503926 -0.978501671 -1.496620396
## [31] 0.038075289 -2.604173867 -0.854013766 -1.547431582 -3.211492675
## [36] -3.347158755 -2.089654688 -1.579927185 -0.512154997 -2.614974529
## [41] 0.111802328 -1.020892584 -0.706472589 -0.394206396 -0.235643804
## [46] -1.635471292 -1.048339792 -3.222712077 -2.317235687 -2.108823108
## [51] -2.377909865 1.570878740 -0.943803219 -2.146490398 1.267601054
## [56] -2.340718220 -1.934303232 -1.902479633 -1.423446640 -3.986276986
## [61] -1.290636670 -2.314909680 -0.146297984 -1.370539922 -1.359669881
## [66] -1.567744113 -1.915144941 0.236979655 -2.149989379 -0.836854991
## [71] 0.633889501 -1.179993109 -0.867076210 -1.030784979 -2.156728723
## [76] -2.270459100 -0.696459099 -2.718777998 -0.510139531 -2.352779351
## [81] -2.061764861 -1.848978113 -1.512617910 0.056842355 -0.523557410
## [86] 6.992432162 -0.831230810 -3.089613309 -3.190561413 -2.363813878
## [91] -2.116812568 -1.853091400 -0.095751315 -1.299744573 -1.948826245
## [96] -3.100285187 -0.903311887 -1.821880071 -2.347673351 -1.201047226
## [101] -0.329914438 -1.501379133 -2.041654194 -1.723281459 -1.593952578
## [106] -2.419699701 -2.840815769 -1.224007758 -0.377141572 -1.605318440
## [111] -0.256336228 -2.389222471 -2.108166266 -2.678658633 0.552722675
## [116] -0.176592819 -0.333769336 -0.206259394 -1.361059915 -0.733896291
## [121] -1.097451810 -2.023437179 -2.525602712 -1.711830793 0.315952501
## [126] -1.755598580 -1.551396299 -2.331000745 -2.458144477 0.306234585
## [131] -1.042227385 -1.149787696 -2.208329860 -2.147927409 -1.914204486
## [136] -1.593997350 0.589172409 -1.376482308 -1.719836213 1.026181860
## [141] -2.655737258 -1.852376160 -0.578343668 -2.336974525 -2.456210400
## [146] -0.818795429 -0.673257562 -1.894145088 -2.889514263 -1.442955521
## [151] -2.476664123 -1.854331365 -0.883542678 -0.777281252 -0.840164920
## [156] -0.067061441 -3.406993167 -1.722737790 -3.173189371 -2.497431327
## [161] -2.333759538 -2.221576842 -0.739564940 0.487589033 -0.743985344
## [166] -1.578402043 -2.035451907 -3.018140108 0.279979279 -2.517390806
## [171] -0.136237921 -1.484309140 -1.658818385 -0.809720511 -1.931062738
## [176] -0.433672782 -0.393335296 -2.405140090 -3.284456631 -2.414194019
## [181] 0.128578267 -1.107706562 -1.650786153 -2.336531839 -0.587128274
## [186] -2.637411334 -3.202836214 -1.982391240 -1.090853942 -0.423709957
## [191] -0.616856756 -0.365654012 -3.842691203 -0.290461962 -2.478424238
## [196] -0.254540914 -1.089482315 -0.920537808 -1.611954946 -1.741677376
## [201] -1.637590984 -1.591104480 -0.684038862 -0.770920537 -1.334187233
## [206] -0.846252110 -3.031314388 -1.559085384 -3.210564526 -2.491885786
## [211] -2.385676918 -2.069926372 -1.657370446 -1.651834612 -2.140291567
## [216] -1.732682967 -2.095996119 -1.064387220 -0.506399430 -2.479785476
## [221] -2.458399124 -1.103044479 -2.366449324 0.368780428 -0.297826943
## [226] -0.392396122 0.329432155 -1.166057324 -1.118785640 -0.731274380
## [231] -1.812684062 -2.537259396 0.038028151 -3.192879991 -2.267026337
## [236] -3.592329079 -3.054860073 -1.836325310 -2.366952960 -2.501410046
## [241] -2.145336467 -2.317828047 -1.874053233 -1.534795677 -0.473170791
## [246] -1.996377662 -2.290459154 -1.785992596 -1.351855267 -2.290010024
## [251] -0.757972384 -3.114978665 -3.016404317 -3.295203244 -0.551976678
## [256] -2.698870721 -1.509931357 -2.607167109 -1.109785876 -2.906584510
## [261] -1.477392261 -2.474129387 -2.984688578 -2.204586565 -1.524430615
## [266] -0.480699080 -1.624349069 -1.025339843 -1.263124230 -0.784312495
## [271] -2.259969634 0.154783743 0.249513464 -1.000715852 -2.395497107
## [276] -3.924219823 -0.574408709 -1.181774338 -2.722746528 -0.631021965
## [281] -1.853609629 -1.175792830 -2.188221814 -0.434528379 -0.763638576
## [286] -1.848880628 0.097065217 -0.951283558 -0.600425445 -1.785635448
## [291] 5.049088610 -1.132658178 -0.957087512 -0.228404562 -0.997819637
## [296] -1.268528649 -2.221736459 -2.312990380 0.761897313 -3.280078444
## [301] -0.128180329 -2.029778532 -0.987167215 -0.386249313 -1.562899998
## [306] -1.267764869 -1.201585688 -1.877948062 -1.385070199 -2.844878306
## [311] -1.588543020 -2.099346894 -1.557802933 -2.990380780 -1.296274029
## [316] -2.371476251 -2.648106862 -3.123943952 -1.714139226 -1.863722644
## [321] -1.269075761 -2.031447435 -2.700501024 -0.890078838 -1.259610549
## [326] -3.145274328 -0.760051685 -1.425835598 -1.680898463 -0.457398522
## [331] -1.497377517 -1.836466191 -1.648692125 -1.673850042 -1.254763966
## [336] -2.011609740 -0.954890879 -0.109770543 -0.339361379 -2.297236594
## [341] -3.020262183 0.088766640 -1.629003444 -1.295412506 -1.125800903
## [346] -0.435610118 -2.357332412 -1.381842465 0.152579103 -0.832419902
## [351] -2.373090200 -0.045904654 -2.814887859 -1.862550885 -0.605093156
## [356] -1.062506373 -2.413834292 -1.181494857 -0.522731589 -1.208985121
## [361] -2.025708829 -2.592192228 -1.222128452 0.787294609 -1.068729167
## [366] -2.517538789 -1.382744179 -1.963371713 -0.330666116 -1.779096404
## [371] -3.343349003 -1.162409152 -0.512916598 0.425701575 -1.206903334
## [376] -1.520627242 -0.973271156 -3.073205484 -1.621743917 -0.324002970
## [381] -0.338801832 -3.306642788 -3.691456186 -1.227690237 -0.713515674
## [386] -2.533703935 -1.218054517 -0.927785831 -1.011810265 -1.220011641
## [391] -2.127194391 -0.363804165 -2.084622125 -1.061508093 0.137254851
## [396] -3.308266515 -0.478585469 -0.774800448 -0.050448224 -1.305745318
## [401] -1.987642062 -2.711620034 -1.925580825 0.211696919 -0.519675796
## [406] -2.068735131 -1.411134543 -0.777342714 -0.210057764 0.858447437
## [411] -1.544288391 -0.596216068 -1.711978394 -1.939004119 -3.016075860
## [416] -1.814048523 -3.484333843 -2.189966270 -0.870464311 -0.300640472
## [421] -0.595601184 0.284764855 -3.468168037 -3.015944765 -2.849277265
## [426] -0.223989199 -1.714113697 -2.993143080 -2.289688605 -1.337814607
## [431] -1.640396999 -1.530203781 -1.473178641 -0.654685439 -1.126631883
## [436] -3.572154309 -0.462881898 -0.114093778 -0.048558407 0.094847076
## [441] -2.162040475 -1.552458835 -1.762814305 -0.913695379 -1.115358825
## [446] -1.663233120 -0.196415235 -1.260445524 -1.804714856 -3.129403167
## [451] 3.070152277 1.896679736 0.697555009 0.523611096 -0.886207983
## [456] 3.403410197 2.682417247 1.655761419 1.570144371 0.890861787
## [461] 1.340036827 -0.594927046 2.664020820 -2.544649121 2.293183603
## [466] -0.915048986 1.296855787 5.289947390 4.343778546 5.784395789
## [471] -0.834689357 1.546117199 1.193398958 3.786911737 0.029480522
## [476] 4.492484100 2.211150330 1.137275128 2.483353258 5.660409708
## [481] 2.999114162 -0.767144665 1.519983400 -0.208320894 3.325322402
## [486] 0.030682756 1.055977703 9.528914641 0.485561333 0.194402965
## [491] 3.797847790 -0.337348262 0.821856746 -0.508792466 0.001262612
## [496] 3.187542953 1.834824802 -0.411884150 2.377090761 0.958116014
## [501] 2.315538514 4.101046423 -0.614173759 2.964650711 0.687525449
## [506] 1.295056127 7.441486911 5.720462848 2.950690461 4.605496157
## [511] 0.125552623 0.146218262 0.740187096 0.053040987 3.920349884
## [516] 4.886684408 5.749203855 0.682630818 -0.859890661 0.061501432
## [521] 3.792478800 0.125735724 4.781115339 1.477043637 -1.591500225
## [526] 1.822943308 -0.857963718 3.896260987 2.038628464 -0.260684190
## [531] 0.640226822 1.440752796 0.142737992 2.494352323 4.152367409
## [536] -0.280160677 0.624514817 -0.175478203 3.358348237 1.195322678
## [541] 4.404762174 5.332198719 2.968228006 1.548147249 1.064352790
## [546] -0.781005600 0.122790183 1.797366259 2.483197335 0.651766691
## [551] 0.295553846 -0.790370976 5.363353700 -0.014975916 -0.368388486
## [556] 1.965024143 0.765354559 -0.078344968 -0.277117164 2.686060806
## [561] 4.394581584 2.944092948 0.433774555 1.756340102 1.329189824
## [566] 2.610718770 1.654308480 3.507304724 2.295014839 0.710746219
## [571] 1.172640160 -0.233493013 0.455731394 4.465199975 5.747245236
## [576] 3.239729864 1.433973968 2.499665568 2.414656261 2.811106502
## [581] 5.915339361 5.485182368 3.131100802 2.045506072 1.004998350
## [586] -1.365314118 4.014733238 0.642067950 1.620834603 1.363216592
## [591] 4.348218637 1.155994695 2.618152304 1.976259306 2.742651377
## [596] 0.072253015 -1.704948620 1.147889100 -0.137397907 3.606028275
## [601] 0.859666407 2.304640400 -0.289535191 2.573823470 0.902385628
## [606] 4.241612533 -0.352948430 -1.365526244 1.225663424 2.129533486
## [611] -0.144387983 -0.692908945 2.438301169 1.567827083 -1.567719092
## [616] 0.991783563 5.138040616 2.147660072 1.120805097 1.521612153
## [621] -0.228209552 3.153318494 5.289696783 3.055623938 -0.343277972
## [626] 0.793480653 1.321791166 0.884110720 1.004261359 0.120848417
## [631] 0.784963457 0.593727853 -0.003825498 -1.730444297 4.559915937
## [636] -0.966085346 0.926772802 3.882175384 0.904113708 -1.342008088
## [641] 0.531865765 2.409326874 -0.237102611 1.131886977 1.688998321
## [646] 1.511020306 0.117918316 -0.338935585 -0.621264099 1.341009421
## [651] 5.107298298 1.217491455 0.832375817 0.854790328 4.345705213
## [656] -1.036039506 4.221293456 5.415616330 0.266639380 -0.019678335
## [661] -1.820733943 3.545420476 -2.996100896 -0.097499891 1.449716631
## [666] -0.143412608 4.336608081 1.044408493 6.038757971 0.479439818
## [671] 3.856140669 5.108712440 0.849808786 1.061008982 -0.416972800
## [676] 1.536022202 -1.840436503 3.179580315 4.704683346 2.450427510
## [681] -0.724045011 3.851248702 1.822044360 -1.275578747 0.244074132
## [686] 0.700799245 -1.279224973 2.642560857 -1.851757581 0.319046249
## [691] 0.448874325 3.096727796 2.575253037 -2.089992800 6.988994213
## [696] 0.327391347 0.221656724 0.012155373 0.391957398 2.358339250
## [701] 1.933449995 3.193759233 3.582571526 2.820146786 2.664087919
## [706] -0.125608890 -1.567333010 0.625883581 6.500561728 1.219774303
## [711] -1.046591561 5.449905342 -0.001188612 1.118102625 0.420564221
## [716] 0.592260830 1.259150920 -1.654667513 0.043121588 1.476170269
## [721] -1.155391001 0.532049460 2.325745254 0.652288046 0.586943861
## [726] -0.210410105 0.116346884 1.705126160 -1.845501461 -0.249259308
## [731] 0.385543883 -0.158308094 1.180639981 0.979132814 0.706941544
## [736] 2.117242011 1.854322999 -2.312112869 4.035208712 -0.040197901
## [741] 1.704611751 2.220460099 1.383609493 1.055199228 -1.888911186
## [746] -0.221411546 2.482930352 3.313533798 0.472035697 0.716996531
## [751] 1.070876340 4.702546872 -2.069227729 -0.162136842 1.933530090
## [756] 4.421404316 3.217259315 0.785673897 0.589098439 2.194199753
## [761] 2.556813733 -0.944143119 1.343123450 1.407062140 -0.399371130
## [766] 2.035233612 0.123420916 2.862633224 4.861682714 4.911122677
## [771] 2.216947858 4.268268427 -0.671722340 1.082772559 -0.078164109
## [776] 0.061024132 4.016487756 4.444321343 3.366828225 1.115372169
## [781] -0.717930669 4.068807573 -1.981488675 1.076413566 -0.109517260
## [786] -1.351885780 3.020510193 1.254816418 2.073287069 0.043729551
## [791] 1.025479964 2.899324501 0.312726432 -0.241229644 1.131647704
## [796] -0.285913633 0.050791993 0.541798194 -1.060699344 0.098223491
## [801] 2.824315662 3.703005261 -0.089863563 3.055857781 6.325069982
## [806] -1.378241750 3.200822916 -0.499496031 0.572691595 0.903261622
## [811] 2.092370250 0.189576676 7.128640027 4.023984809 0.386640824
## [816] 1.725737896 -1.182814898 -0.163795674 0.557234723 -0.182659382
## [821] 3.583478279 1.910119251 -1.397373734 1.101607493 1.296895247
## [826] -1.624535758 -2.265215919 -1.315583784 0.065097974 2.718592225
## [831] 2.054303867 -2.671785399 0.029936306 -0.528461107 3.204017996
## [836] 0.617939396 7.478838503 2.935991790 0.021478631 -1.184122709
## [841] -2.420897440 0.234480252 0.958255234 0.573301415 0.572330322
## [846] 3.392116991 -0.709670912 4.112407819 0.427507362 0.617557725
## [851] 1.382815359 -0.645388855 -0.542322280 2.326113044 -0.343909483
## [856] 5.414001215 3.587816203 1.681821607 -1.249942414 2.737685113
## [861] 3.882801770 -2.155503662 0.884724832 -0.652786245 2.522405849
## [866] 3.430659622 6.581184302 -0.795440846 2.959869739 0.001651026
## [871] 4.637884578 1.151884499 -1.198065694 0.665281891 0.705842816
## [876] 0.397096262 2.149179698 2.158994580 3.562259367 0.253963537
## [881] 6.043016652 3.440207831 1.306786105 4.060524502 1.337817949
## [886] -1.748576448 2.648973008 0.676346417 -1.106787095 0.061387145
## [891] 0.315353248 0.889175659 3.631705071 4.911081171 1.770735545
## [896] -0.114564832 0.273425113 0.682071808 0.648049242 0.487283856
predict(raisin_data_pca)[,1]
## [1] 0.076951073 -0.475111731 0.371902131 -2.620987667 -0.961519225
## [6] -2.171955504 -2.550059292 -1.751482293 -2.462199822 -1.259785008
## [11] -0.049752921 -2.601221747 -2.825803420 -1.216069894 -0.673474424
## [16] -3.254523251 -1.133177688 -1.351924347 -2.621030511 -0.782144951
## [21] -1.162284438 -1.846454972 -0.346411038 -2.016633539 0.430993843
## [26] -0.851444536 -1.314929693 -1.619503926 -0.978501671 -1.496620396
## [31] 0.038075289 -2.604173867 -0.854013766 -1.547431582 -3.211492675
## [36] -3.347158755 -2.089654688 -1.579927185 -0.512154997 -2.614974529
## [41] 0.111802328 -1.020892584 -0.706472589 -0.394206396 -0.235643804
## [46] -1.635471292 -1.048339792 -3.222712077 -2.317235687 -2.108823108
## [51] -2.377909865 1.570878740 -0.943803219 -2.146490398 1.267601054
## [56] -2.340718220 -1.934303232 -1.902479633 -1.423446640 -3.986276986
## [61] -1.290636670 -2.314909680 -0.146297984 -1.370539922 -1.359669881
## [66] -1.567744113 -1.915144941 0.236979655 -2.149989379 -0.836854991
## [71] 0.633889501 -1.179993109 -0.867076210 -1.030784979 -2.156728723
## [76] -2.270459100 -0.696459099 -2.718777998 -0.510139531 -2.352779351
## [81] -2.061764861 -1.848978113 -1.512617910 0.056842355 -0.523557410
## [86] 6.992432162 -0.831230810 -3.089613309 -3.190561413 -2.363813878
## [91] -2.116812568 -1.853091400 -0.095751315 -1.299744573 -1.948826245
## [96] -3.100285187 -0.903311887 -1.821880071 -2.347673351 -1.201047226
## [101] -0.329914438 -1.501379133 -2.041654194 -1.723281459 -1.593952578
## [106] -2.419699701 -2.840815769 -1.224007758 -0.377141572 -1.605318440
## [111] -0.256336228 -2.389222471 -2.108166266 -2.678658633 0.552722675
## [116] -0.176592819 -0.333769336 -0.206259394 -1.361059915 -0.733896291
## [121] -1.097451810 -2.023437179 -2.525602712 -1.711830793 0.315952501
## [126] -1.755598580 -1.551396299 -2.331000745 -2.458144477 0.306234585
## [131] -1.042227385 -1.149787696 -2.208329860 -2.147927409 -1.914204486
## [136] -1.593997350 0.589172409 -1.376482308 -1.719836213 1.026181860
## [141] -2.655737258 -1.852376160 -0.578343668 -2.336974525 -2.456210400
## [146] -0.818795429 -0.673257562 -1.894145088 -2.889514263 -1.442955521
## [151] -2.476664123 -1.854331365 -0.883542678 -0.777281252 -0.840164920
## [156] -0.067061441 -3.406993167 -1.722737790 -3.173189371 -2.497431327
## [161] -2.333759538 -2.221576842 -0.739564940 0.487589033 -0.743985344
## [166] -1.578402043 -2.035451907 -3.018140108 0.279979279 -2.517390806
## [171] -0.136237921 -1.484309140 -1.658818385 -0.809720511 -1.931062738
## [176] -0.433672782 -0.393335296 -2.405140090 -3.284456631 -2.414194019
## [181] 0.128578267 -1.107706562 -1.650786153 -2.336531839 -0.587128274
## [186] -2.637411334 -3.202836214 -1.982391240 -1.090853942 -0.423709957
## [191] -0.616856756 -0.365654012 -3.842691203 -0.290461962 -2.478424238
## [196] -0.254540914 -1.089482315 -0.920537808 -1.611954946 -1.741677376
## [201] -1.637590984 -1.591104480 -0.684038862 -0.770920537 -1.334187233
## [206] -0.846252110 -3.031314388 -1.559085384 -3.210564526 -2.491885786
## [211] -2.385676918 -2.069926372 -1.657370446 -1.651834612 -2.140291567
## [216] -1.732682967 -2.095996119 -1.064387220 -0.506399430 -2.479785476
## [221] -2.458399124 -1.103044479 -2.366449324 0.368780428 -0.297826943
## [226] -0.392396122 0.329432155 -1.166057324 -1.118785640 -0.731274380
## [231] -1.812684062 -2.537259396 0.038028151 -3.192879991 -2.267026337
## [236] -3.592329079 -3.054860073 -1.836325310 -2.366952960 -2.501410046
## [241] -2.145336467 -2.317828047 -1.874053233 -1.534795677 -0.473170791
## [246] -1.996377662 -2.290459154 -1.785992596 -1.351855267 -2.290010024
## [251] -0.757972384 -3.114978665 -3.016404317 -3.295203244 -0.551976678
## [256] -2.698870721 -1.509931357 -2.607167109 -1.109785876 -2.906584510
## [261] -1.477392261 -2.474129387 -2.984688578 -2.204586565 -1.524430615
## [266] -0.480699080 -1.624349069 -1.025339843 -1.263124230 -0.784312495
## [271] -2.259969634 0.154783743 0.249513464 -1.000715852 -2.395497107
## [276] -3.924219823 -0.574408709 -1.181774338 -2.722746528 -0.631021965
## [281] -1.853609629 -1.175792830 -2.188221814 -0.434528379 -0.763638576
## [286] -1.848880628 0.097065217 -0.951283558 -0.600425445 -1.785635448
## [291] 5.049088610 -1.132658178 -0.957087512 -0.228404562 -0.997819637
## [296] -1.268528649 -2.221736459 -2.312990380 0.761897313 -3.280078444
## [301] -0.128180329 -2.029778532 -0.987167215 -0.386249313 -1.562899998
## [306] -1.267764869 -1.201585688 -1.877948062 -1.385070199 -2.844878306
## [311] -1.588543020 -2.099346894 -1.557802933 -2.990380780 -1.296274029
## [316] -2.371476251 -2.648106862 -3.123943952 -1.714139226 -1.863722644
## [321] -1.269075761 -2.031447435 -2.700501024 -0.890078838 -1.259610549
## [326] -3.145274328 -0.760051685 -1.425835598 -1.680898463 -0.457398522
## [331] -1.497377517 -1.836466191 -1.648692125 -1.673850042 -1.254763966
## [336] -2.011609740 -0.954890879 -0.109770543 -0.339361379 -2.297236594
## [341] -3.020262183 0.088766640 -1.629003444 -1.295412506 -1.125800903
## [346] -0.435610118 -2.357332412 -1.381842465 0.152579103 -0.832419902
## [351] -2.373090200 -0.045904654 -2.814887859 -1.862550885 -0.605093156
## [356] -1.062506373 -2.413834292 -1.181494857 -0.522731589 -1.208985121
## [361] -2.025708829 -2.592192228 -1.222128452 0.787294609 -1.068729167
## [366] -2.517538789 -1.382744179 -1.963371713 -0.330666116 -1.779096404
## [371] -3.343349003 -1.162409152 -0.512916598 0.425701575 -1.206903334
## [376] -1.520627242 -0.973271156 -3.073205484 -1.621743917 -0.324002970
## [381] -0.338801832 -3.306642788 -3.691456186 -1.227690237 -0.713515674
## [386] -2.533703935 -1.218054517 -0.927785831 -1.011810265 -1.220011641
## [391] -2.127194391 -0.363804165 -2.084622125 -1.061508093 0.137254851
## [396] -3.308266515 -0.478585469 -0.774800448 -0.050448224 -1.305745318
## [401] -1.987642062 -2.711620034 -1.925580825 0.211696919 -0.519675796
## [406] -2.068735131 -1.411134543 -0.777342714 -0.210057764 0.858447437
## [411] -1.544288391 -0.596216068 -1.711978394 -1.939004119 -3.016075860
## [416] -1.814048523 -3.484333843 -2.189966270 -0.870464311 -0.300640472
## [421] -0.595601184 0.284764855 -3.468168037 -3.015944765 -2.849277265
## [426] -0.223989199 -1.714113697 -2.993143080 -2.289688605 -1.337814607
## [431] -1.640396999 -1.530203781 -1.473178641 -0.654685439 -1.126631883
## [436] -3.572154309 -0.462881898 -0.114093778 -0.048558407 0.094847076
## [441] -2.162040475 -1.552458835 -1.762814305 -0.913695379 -1.115358825
## [446] -1.663233120 -0.196415235 -1.260445524 -1.804714856 -3.129403167
## [451] 3.070152277 1.896679736 0.697555009 0.523611096 -0.886207983
## [456] 3.403410197 2.682417247 1.655761419 1.570144371 0.890861787
## [461] 1.340036827 -0.594927046 2.664020820 -2.544649121 2.293183603
## [466] -0.915048986 1.296855787 5.289947390 4.343778546 5.784395789
## [471] -0.834689357 1.546117199 1.193398958 3.786911737 0.029480522
## [476] 4.492484100 2.211150330 1.137275128 2.483353258 5.660409708
## [481] 2.999114162 -0.767144665 1.519983400 -0.208320894 3.325322402
## [486] 0.030682756 1.055977703 9.528914641 0.485561333 0.194402965
## [491] 3.797847790 -0.337348262 0.821856746 -0.508792466 0.001262612
## [496] 3.187542953 1.834824802 -0.411884150 2.377090761 0.958116014
## [501] 2.315538514 4.101046423 -0.614173759 2.964650711 0.687525449
## [506] 1.295056127 7.441486911 5.720462848 2.950690461 4.605496157
## [511] 0.125552623 0.146218262 0.740187096 0.053040987 3.920349884
## [516] 4.886684408 5.749203855 0.682630818 -0.859890661 0.061501432
## [521] 3.792478800 0.125735724 4.781115339 1.477043637 -1.591500225
## [526] 1.822943308 -0.857963718 3.896260987 2.038628464 -0.260684190
## [531] 0.640226822 1.440752796 0.142737992 2.494352323 4.152367409
## [536] -0.280160677 0.624514817 -0.175478203 3.358348237 1.195322678
## [541] 4.404762174 5.332198719 2.968228006 1.548147249 1.064352790
## [546] -0.781005600 0.122790183 1.797366259 2.483197335 0.651766691
## [551] 0.295553846 -0.790370976 5.363353700 -0.014975916 -0.368388486
## [556] 1.965024143 0.765354559 -0.078344968 -0.277117164 2.686060806
## [561] 4.394581584 2.944092948 0.433774555 1.756340102 1.329189824
## [566] 2.610718770 1.654308480 3.507304724 2.295014839 0.710746219
## [571] 1.172640160 -0.233493013 0.455731394 4.465199975 5.747245236
## [576] 3.239729864 1.433973968 2.499665568 2.414656261 2.811106502
## [581] 5.915339361 5.485182368 3.131100802 2.045506072 1.004998350
## [586] -1.365314118 4.014733238 0.642067950 1.620834603 1.363216592
## [591] 4.348218637 1.155994695 2.618152304 1.976259306 2.742651377
## [596] 0.072253015 -1.704948620 1.147889100 -0.137397907 3.606028275
## [601] 0.859666407 2.304640400 -0.289535191 2.573823470 0.902385628
## [606] 4.241612533 -0.352948430 -1.365526244 1.225663424 2.129533486
## [611] -0.144387983 -0.692908945 2.438301169 1.567827083 -1.567719092
## [616] 0.991783563 5.138040616 2.147660072 1.120805097 1.521612153
## [621] -0.228209552 3.153318494 5.289696783 3.055623938 -0.343277972
## [626] 0.793480653 1.321791166 0.884110720 1.004261359 0.120848417
## [631] 0.784963457 0.593727853 -0.003825498 -1.730444297 4.559915937
## [636] -0.966085346 0.926772802 3.882175384 0.904113708 -1.342008088
## [641] 0.531865765 2.409326874 -0.237102611 1.131886977 1.688998321
## [646] 1.511020306 0.117918316 -0.338935585 -0.621264099 1.341009421
## [651] 5.107298298 1.217491455 0.832375817 0.854790328 4.345705213
## [656] -1.036039506 4.221293456 5.415616330 0.266639380 -0.019678335
## [661] -1.820733943 3.545420476 -2.996100896 -0.097499891 1.449716631
## [666] -0.143412608 4.336608081 1.044408493 6.038757971 0.479439818
## [671] 3.856140669 5.108712440 0.849808786 1.061008982 -0.416972800
## [676] 1.536022202 -1.840436503 3.179580315 4.704683346 2.450427510
## [681] -0.724045011 3.851248702 1.822044360 -1.275578747 0.244074132
## [686] 0.700799245 -1.279224973 2.642560857 -1.851757581 0.319046249
## [691] 0.448874325 3.096727796 2.575253037 -2.089992800 6.988994213
## [696] 0.327391347 0.221656724 0.012155373 0.391957398 2.358339250
## [701] 1.933449995 3.193759233 3.582571526 2.820146786 2.664087919
## [706] -0.125608890 -1.567333010 0.625883581 6.500561728 1.219774303
## [711] -1.046591561 5.449905342 -0.001188612 1.118102625 0.420564221
## [716] 0.592260830 1.259150920 -1.654667513 0.043121588 1.476170269
## [721] -1.155391001 0.532049460 2.325745254 0.652288046 0.586943861
## [726] -0.210410105 0.116346884 1.705126160 -1.845501461 -0.249259308
## [731] 0.385543883 -0.158308094 1.180639981 0.979132814 0.706941544
## [736] 2.117242011 1.854322999 -2.312112869 4.035208712 -0.040197901
## [741] 1.704611751 2.220460099 1.383609493 1.055199228 -1.888911186
## [746] -0.221411546 2.482930352 3.313533798 0.472035697 0.716996531
## [751] 1.070876340 4.702546872 -2.069227729 -0.162136842 1.933530090
## [756] 4.421404316 3.217259315 0.785673897 0.589098439 2.194199753
## [761] 2.556813733 -0.944143119 1.343123450 1.407062140 -0.399371130
## [766] 2.035233612 0.123420916 2.862633224 4.861682714 4.911122677
## [771] 2.216947858 4.268268427 -0.671722340 1.082772559 -0.078164109
## [776] 0.061024132 4.016487756 4.444321343 3.366828225 1.115372169
## [781] -0.717930669 4.068807573 -1.981488675 1.076413566 -0.109517260
## [786] -1.351885780 3.020510193 1.254816418 2.073287069 0.043729551
## [791] 1.025479964 2.899324501 0.312726432 -0.241229644 1.131647704
## [796] -0.285913633 0.050791993 0.541798194 -1.060699344 0.098223491
## [801] 2.824315662 3.703005261 -0.089863563 3.055857781 6.325069982
## [806] -1.378241750 3.200822916 -0.499496031 0.572691595 0.903261622
## [811] 2.092370250 0.189576676 7.128640027 4.023984809 0.386640824
## [816] 1.725737896 -1.182814898 -0.163795674 0.557234723 -0.182659382
## [821] 3.583478279 1.910119251 -1.397373734 1.101607493 1.296895247
## [826] -1.624535758 -2.265215919 -1.315583784 0.065097974 2.718592225
## [831] 2.054303867 -2.671785399 0.029936306 -0.528461107 3.204017996
## [836] 0.617939396 7.478838503 2.935991790 0.021478631 -1.184122709
## [841] -2.420897440 0.234480252 0.958255234 0.573301415 0.572330322
## [846] 3.392116991 -0.709670912 4.112407819 0.427507362 0.617557725
## [851] 1.382815359 -0.645388855 -0.542322280 2.326113044 -0.343909483
## [856] 5.414001215 3.587816203 1.681821607 -1.249942414 2.737685113
## [861] 3.882801770 -2.155503662 0.884724832 -0.652786245 2.522405849
## [866] 3.430659622 6.581184302 -0.795440846 2.959869739 0.001651026
## [871] 4.637884578 1.151884499 -1.198065694 0.665281891 0.705842816
## [876] 0.397096262 2.149179698 2.158994580 3.562259367 0.253963537
## [881] 6.043016652 3.440207831 1.306786105 4.060524502 1.337817949
## [886] -1.748576448 2.648973008 0.676346417 -1.106787095 0.061387145
## [891] 0.315353248 0.889175659 3.631705071 4.911081171 1.770735545
## [896] -0.114564832 0.273425113 0.682071808 0.648049242 0.487283856
library(factoextra)
## Loading required package: ggplot2
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
library(corrplot)
## corrplot 0.92 loaded
library(devtools)
## Loading required package: usethis
library(FactoMineR)
library(psych)
##
## Attaching package: 'psych'
##
## The following objects are masked from 'package:ggplot2':
##
## %+%, alpha
##
## The following object is masked from 'package:car':
##
## logit
library(vctrs)
var<-get_pca_var(raisin_data_pca)
var
## Principal Component Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the variables"
## 2 "$cor" "Correlations between variables and dimensions"
## 3 "$cos2" "Cos2 for the variables"
## 4 "$contrib" "contributions of the variables"
raisin_data_pca
## Standard deviations (1, .., p=7):
## [1] 2.19824671 1.20548266 0.79274805 0.23837893 0.14767623 0.08018847 0.03178852
##
## Rotation (n x k) = (7 x 7):
## PC1 PC2 PC3 PC4 PC5
## Area 0.44828422 -0.11609991 0.005483783 -0.1111391 -0.61104765
## MajorAxisLength 0.44323980 0.13658724 -0.100547975 0.4952046 0.08757032
## MinorAxisLength 0.38938118 -0.37492246 0.236043538 -0.6558767 0.38457775
## Eccentricity 0.20297098 0.61082321 -0.628522057 -0.4262986 0.07510412
## ConvexArea 0.45093833 -0.08761633 0.036672403 0.0558117 -0.39241075
## Extent -0.05636836 -0.66734439 -0.731980930 0.1090526 0.05685884
## Perimeter 0.45082374 0.03417227 0.044300766 0.3398651 0.55515080
## PC6 PC7
## Area 0.09983439 0.62436686
## MajorAxisLength 0.68557712 -0.22772863
## MinorAxisLength 0.23903320 -0.12995283
## Eccentricity -0.05356014 -0.02044403
## ConvexArea -0.47120104 -0.63914127
## Extent -0.02345199 0.00161639
## Perimeter -0.48726906 0.36399975
# Correlation
pairs.panels(raisin_data[,1:7],
gap = 0,
bg = c("red", "blue")[raisin_data$Class],
pch=21)
##Minor Axis Length and Area have a positive correlation of 0.91 whereas Extent and Area have a negative correlation of -0.01
pairs.panels(raisin_data_pca$x,
gap=0,
bg = c("red", "blue")[raisin_data$Class],
pch=21)
fviz_eig(raisin_data_pca, addlabels = TRUE)
###First dimension shows the highest variance at 69% and the percentage decreases with the no. of dimensions
fviz_pca_var(raisin_data_pca,col.var = "cos2",
gradient.cols = c("#FFCC00", "#CC9933", "#660033", "#330033"),
repel = TRUE)
##Quality of representation
head(var$cos2)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## Area 0.97109063 0.01958780 1.889866e-05 0.0007018902 8.142754e-03
## MajorAxisLength 0.94935877 0.02711079 6.353558e-03 0.0139349408 1.672380e-04
## MinorAxisLength 0.73266049 0.20427012 3.501504e-02 0.0244444415 3.225444e-03
## Eccentricity 0.19907684 0.54219186 2.482627e-01 0.0103267491 1.230124e-04
## ConvexArea 0.98262357 0.01115558 8.451798e-04 0.0001770053 3.358172e-03
## Extent 0.01535408 0.64717533 3.367208e-01 0.0006757833 7.050454e-05
## Dim.6 Dim.7
## Area 6.408910e-05 3.939310e-04
## MajorAxisLength 3.022293e-03 5.240537e-05
## MinorAxisLength 3.674010e-04 1.706522e-05
## Eccentricity 1.844622e-05 4.223511e-07
## ConvexArea 1.427698e-03 4.127948e-04
## Extent 3.536579e-06 2.640175e-09
corrplot(var$cos2,is.corr=FALSE)
###Convex Area has the highest presence in the 1st dimension whereas Eccentricity has the highest presence in the 2nd dimension
# Color by cos2 values: quality on the factor map
fviz_pca_var(raisin_data_pca, col.var = "cos2",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE # Avoid text overlapping
)
#Contributions of variables to PCs
head(var$contrib, 4)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5
## Area 20.095874 1.347919 0.003007188 1.235189 37.3379225
## MajorAxisLength 19.646152 1.865608 1.010989518 24.522764 0.7668561
## MinorAxisLength 15.161770 14.056685 5.571655160 43.017424 14.7900045
## Eccentricity 4.119722 37.310499 39.503997598 18.173054 0.5640629
## Dim.6 Dim.7
## Area 0.9966905 38.98339766
## MajorAxisLength 47.0015983 5.18603288
## MinorAxisLength 5.7136873 1.68877382
## Eccentricity 0.2868689 0.04179585
corrplot(var$contrib, is.corr=FALSE)
fviz_pca_var(raisin_data_pca, col.var = "contrib",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07")
)
##Major Axis Length , Perimeter,Minor Axis Length are more closely related to each pther as compared to Eccentricity and Extent which are present far off
# Contributions of variables to PC1
fviz_contrib(raisin_data_pca, choice = "var", axes = 1, top = 10)
##Extent has the lowest contribution to Dimension 1 and Convex Area has the highest contribution.
# Contributions of variables to PC2
fviz_contrib(raisin_data_pca, choice = "var", axes = 2, top = 10)
fviz_contrib(raisin_data_pca, choice = "var", axes = 1:2, top = 10)
#Graphs of individuals
ind <- get_pca_ind(raisin_data_pca)
ind
## Principal Component Analysis Results for individuals
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the individuals"
## 2 "$cos2" "Cos2 for the individuals"
## 3 "$contrib" "contributions of the individuals"
# Coordinates of individuals
head(ind$coord)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6
## 1 0.07695107 -0.4530762 -1.0886089 0.02677384 0.14130792 -0.01305046
## 2 -0.47511173 0.4451209 0.0163634 -0.11588016 0.12192770 -0.01380135
## 3 0.37190213 0.8015625 0.7860500 -0.26481536 0.06215554 0.04339440
## 4 -2.62098767 -0.3023955 0.4824528 0.09954147 -0.11526674 -0.04226070
## 5 -0.96151922 -2.9661138 0.4519030 0.29971631 0.17567361 0.05243930
## 6 -2.17195550 0.9238982 0.3449905 -0.12934240 -0.13916468 -0.03884966
## Dim.7
## 1 0.003705580
## 2 0.005668952
## 3 0.007204504
## 4 0.013379086
## 5 0.006945311
## 6 -0.008369549
# Quality of individuals
head(ind$cos2)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6
## 1 0.00417847 0.1448540 0.8362415311 0.0005058356 0.014090323 0.0001201821
## 2 0.49868951 0.4377182 0.0005915423 0.0296658593 0.032843050 0.0004208059
## 3 0.09379487 0.4357089 0.4190078126 0.0475563016 0.002619880 0.0012769950
## 4 0.95160458 0.0126671 0.0322430565 0.0013725706 0.001840495 0.0002474002
## 5 0.09199145 0.8754012 0.0203199205 0.0089382458 0.003070751 0.0002736184
## 6 0.82361389 0.1490287 0.0207795520 0.0029208124 0.003381270 0.0002635095
## Dim.7
## 1 9.689477e-06
## 2 7.099770e-05
## 3 3.519897e-05
## 4 2.479588e-05
## 5 4.799710e-06
## 6 1.222998e-05
# Contributions of individuals
head(ind$contrib)
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6
## 1 0.0001361551 0.015695603 2.095226e-01 0.001401662 0.10173475 0.002942966
## 2 0.0051903439 0.015149262 4.734065e-05 0.026256690 0.07574275 0.003291370
## 3 0.0031802551 0.049125874 1.092415e-01 0.137122305 0.01968321 0.032538765
## 4 0.1579554374 0.006991755 4.115255e-02 0.019374472 0.06769309 0.030860793
## 5 0.0212579103 0.672684118 3.610585e-02 0.175647729 0.15723505 0.047516820
## 6 0.1084692091 0.065265516 2.104270e-02 0.032711739 0.09867209 0.026080028
## Dim.7
## 1 0.001509835
## 2 0.003533642
## 3 0.005707227
## 4 0.019682029
## 5 0.005303962
## 6 0.007702311
fviz_pca_ind(raisin_data_pca, col.ind = "cos2",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE # Avoid text overlapping (slow if many points)
)
fviz_pca_ind(raisin_data_pca,
geom.ind = "point", # show points only (nbut not "text")
col.ind = raisin_data$Class, # color by groups
palette = c("#00AFBB", "#E7B800", "#FC4E07"),
addEllipses = TRUE, # Concentration ellipses
legend.title = "Groups"
)
ind.p <- fviz_pca_ind(raisin_data_pca, geom = "point", col.ind = raisin_data$Class)
ggpubr::ggpar(ind.p,
title = "Principal Component Analysis",
subtitle = "Raisin data set",
xlab = "PC1", ylab = "PC2",
legend.title = "Class", legend.position = "top",
ggtheme = theme_gray(), palette = "jco"
)
##Shows the distribution of both the Classes of Raisins in PC1 and PC2
library(Hotelling)
## Loading required package: corpcor
t2testraisin <- hotelling.test(Area + MajorAxisLength + MinorAxisLength + Eccentricity + ConvexArea+ Extent + Perimeter ~ Class, data=raisin_data)
# Output of the function hotelling.test is given
cat("T2 statistic =",t2testraisin$stat[[1]],"\n")
## T2 statistic = 943.1467
print(t2testraisin)
## Test stat: 943.15
## Numerator df: 7
## Denominator df: 892
## P-value: 0
# T2 statistic is located in the first element of the list "stat"
# ANOVA
summary(aov(Area ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 5.354e+11 5.354e+11 577.8 <2e-16 ***
## Residuals 898 8.321e+11 9.266e+08
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(aov(MajorAxisLength ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 5485531 5485531 744.3 <2e-16 ***
## Residuals 898 6618739 7371
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(aov(MinorAxisLength ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 568616 568616 304.3 <2e-16 ***
## Residuals 898 1677887 1868
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(aov(Eccentricity ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 1.410 1.4101 213.8 <2e-16 ***
## Residuals 898 5.923 0.0066
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(aov(ConvexArea ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 5.848e+11 5.848e+11 577.4 <2e-16 ***
## Residuals 898 9.095e+11 1.013e+09
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(aov(ConvexArea ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 5.848e+11 5.848e+11 577.4 <2e-16 ***
## Residuals 898 9.095e+11 1.013e+09
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(aov(Extent ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 0.0615 0.06150 22.02 3.13e-06 ***
## Residuals 898 2.5086 0.00279
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(aov(Perimeter ~ Class))
## Df Sum Sq Mean Sq F value Pr(>F)
## Class 1 29883847 29883847 715.7 <2e-16 ***
## Residuals 898 37493417 41752
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# mahalanobis
library(stats)
raisin_x <- raisin_data[, 1:7]
raisin_x
## # A tibble: 900 × 7
## Area MajorAxisLength MinorAxisLength Eccentricity ConvexArea Extent Perime…¹
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 87524 442. 253. 0.820 90546 0.759 1184.
## 2 75166 407. 243. 0.802 78789 0.684 1122.
## 3 90856 442. 266. 0.798 93717 0.638 1209.
## 4 45928 287. 209. 0.685 47336 0.700 844.
## 5 79408 352. 291. 0.564 81463 0.793 1073.
## 6 49242 318. 200. 0.777 51368 0.658 882.
## 7 42492 310. 176. 0.823 43904 0.666 824.
## 8 60952 332. 235. 0.706 62329 0.744 933.
## 9 42256 323. 173. 0.845 44743 0.698 850.
## 10 64380 367. 228. 0.784 66125 0.664 982.
## # … with 890 more rows, and abbreviated variable name ¹Perimeter
raisin_cm <- colMeans(raisin_x)
raisin_S <- cov(raisin_x)
raisin_d <- apply(raisin_x, MARGIN = 1, function(raisin_x)t(raisin_x - raisin_cm) %*% solve(raisin_S) %*% (raisin_x - raisin_cm))
raisin_cm
## Area MajorAxisLength MinorAxisLength Eccentricity ConvexArea
## 8.780413e+04 4.309300e+02 2.544881e+02 7.815422e-01 9.118609e+04
## Extent Perimeter
## 6.995079e-01 1.165907e+03
raisin_S
## Area MajorAxisLength MinorAxisLength Eccentricity
## Area 1.521165e+09 4.221378e+06 1.767671e+06 1.183972e+03
## MajorAxisLength 4.221378e+06 1.346415e+04 4.222916e+03 6.116279e+00
## MinorAxisLength 1.767671e+06 4.222916e+03 2.498890e+03 -1.249887e-01
## Eccentricity 1.183972e+03 6.116279e+00 -1.249887e-01 8.157415e-03
## ConvexArea 1.583600e+09 4.470629e+06 1.825348e+06 1.282186e+03
## Extent -2.815116e+01 -1.264820e+00 3.884178e-01 -1.743625e-03
## Perimeter 1.026472e+07 3.106672e+04 1.132335e+04 1.107340e+01
## ConvexArea Extent Perimeter
## Area 1.583600e+09 -2.815116e+01 1.026472e+07
## MajorAxisLength 4.470629e+06 -1.264820e+00 3.106672e+04
## MinorAxisLength 1.825348e+06 3.884178e-01 1.132335e+04
## Eccentricity 1.282186e+03 -1.743625e-03 1.107340e+01
## ConvexArea 1.662135e+09 -1.194617e+02 1.090014e+07
## Extent -1.194617e+02 2.858848e-03 -2.538891e+00
## Perimeter 1.090014e+07 -2.538891e+00 7.494690e+04
raisin_d
## [1] 2.9964922 1.1629026 3.2093919 3.0933912 10.0417630 3.2394924
## [7] 5.7776584 2.0601676 5.3060711 3.5013016 1.2294994 4.0224884
## [13] 4.6240523 13.7289447 1.0046255 10.4307990 4.6671726 1.4399008
## [19] 4.7985646 2.8496347 1.7333232 1.1281748 2.9177732 31.9595103
## [25] 3.8386825 1.4637077 7.6420579 0.8411120 12.8676402 2.5973050
## [31] 2.2193332 5.7808469 2.3119931 1.5175102 49.4385355 17.6081708
## [37] 3.7228613 5.1138344 1.0015128 5.0306319 6.1884694 1.0893897
## [43] 2.3926911 16.4388892 2.5069194 5.0155308 1.1487882 14.1066630
## [49] 4.6915779 2.0574406 4.8762744 1.6498883 4.9499783 6.3891179
## [55] 2.6059653 2.7352447 3.6238399 1.9323357 10.6974772 21.3459582
## [61] 1.2201180 2.5289477 2.0149002 2.6191864 1.6625462 1.4232515
## [67] 1.8743540 2.4899160 2.8594846 1.0469514 2.6865781 3.9113735
## [73] 2.2257316 1.1704157 1.5842065 1.6706609 1.5726192 3.7318862
## [79] 4.0686844 5.6302937 1.7636566 2.0342547 2.3816689 12.0997037
## [85] 0.7199786 91.5463459 3.6840639 6.2288926 7.7818167 1.9609623
## [91] 2.0875616 1.2505728 1.3582664 2.3223812 2.4288155 6.0333255
## [97] 6.6018254 2.4588251 2.7535916 8.4276189 3.0131432 2.2922240
## [103] 3.8902865 4.9959080 0.7358428 4.8277827 23.8794778 3.1771439
## [109] 2.0023697 3.4233265 11.2999002 8.7697053 2.6445341 11.4823638
## [115] 2.7715428 1.0594669 4.5613796 4.1652579 1.5922231 2.9015939
## [121] 2.2690741 1.8562058 4.7632105 1.6794629 4.6423052 2.8455278
## [127] 12.2749197 8.5503731 2.3131553 2.9512669 3.9731096 2.1265772
## [133] 3.1513078 1.4702861 1.6401008 2.5927868 2.9794161 3.2355198
## [139] 3.6321502 4.9294292 5.9609251 3.3090136 1.4692496 2.5703479
## [145] 2.3057950 1.2008345 0.6716986 1.7006088 5.6123932 2.2500752
## [151] 6.4260832 3.3173822 1.9787216 3.9578555 2.1923008 1.8324782
## [157] 53.0988638 1.7435790 12.3949339 7.9227727 2.8063892 3.0452892
## [163] 0.6134483 2.6872675 4.5256387 2.8081805 2.7183585 5.5765973
## [169] 1.4114403 3.8040540 2.2673578 2.9405361 1.2076217 5.6298303
## [175] 2.9128357 2.0073216 5.5635340 3.7113155 12.4774017 2.9827480
## [181] 0.9123547 1.8066931 3.0880239 5.5114026 5.8895977 4.2282703
## [187] 14.6635950 2.4525597 1.0323661 3.2161687 4.5365091 5.8085628
## [193] 35.8191727 3.3514807 7.2986796 2.9028646 2.4938760 26.8042644
## [199] 1.1793786 3.3284574 2.6678295 3.2476061 1.7773619 3.3367566
## [205] 1.3970264 1.9353991 6.3249327 0.7957407 6.6508892 4.9062551
## [211] 4.0573445 6.6747419 5.7398647 1.0794937 2.8358349 2.9026961
## [217] 5.5163592 3.5420468 2.1772027 3.4325769 6.3522511 2.3981763
## [223] 12.2049375 1.9254027 3.5955683 1.5816842 1.8477498 0.8825853
## [229] 10.9162238 3.2054617 1.6650628 13.7044873 0.9910381 10.2322196
## [235] 3.9917223 22.3515924 15.4406383 2.9399598 12.1641134 5.0061056
## [241] 1.4848841 6.3071244 1.4756790 3.4594249 4.7623215 1.8689146
## [247] 8.4620618 1.4369597 2.2496202 2.2319152 5.2581961 18.9711763
## [253] 7.8816632 21.9743860 1.7437147 4.6846182 5.6978036 6.2477423
## [259] 4.9375941 7.2144135 0.6325323 2.1588581 5.6452253 4.7912867
## [265] 0.7652323 1.6988157 4.1824496 2.2279481 3.7712846 2.8120948
## [271] 4.0616209 4.5331046 4.9926194 1.6115693 6.5069407 22.7596942
## [277] 1.9015982 5.4933890 5.0789621 1.9278502 2.2412356 3.8407569
## [283] 2.1563571 0.9861534 1.5035695 1.1236038 3.4613497 1.6428559
## [289] 1.9769439 2.1788878 108.9140433 3.1512749 3.4131989 1.5606800
## [295] 1.7568331 3.9049917 6.6688900 11.3259764 4.7952902 7.6389730
## [301] 3.4613970 2.7611692 1.0962531 1.5083150 0.8004295 3.6509539
## [307] 10.8486059 3.6073725 3.0128393 8.9328316 2.7556949 7.4389831
## [313] 3.9771850 10.6608237 3.0011647 6.1503768 30.5765146 7.0964909
## [319] 7.2918116 1.2895756 2.7586660 1.2005947 5.2490289 0.7458435
## [325] 1.4597796 9.7093972 1.6036972 3.3090468 1.6293543 1.4561808
## [331] 3.2815627 2.3195501 5.6826042 1.0919189 11.7315628 9.8565997
## [337] 3.1943884 1.8182078 1.4426778 6.3676464 5.3074117 2.9513442
## [343] 3.7711515 3.2881018 1.4458275 1.7263207 4.3742629 1.0780583
## [349] 1.3762103 2.6126008 3.5802144 2.3565762 6.1325915 3.6452440
## [355] 2.3639559 1.4441348 22.2236140 2.6156783 0.7847918 1.6457387
## [361] 5.1280505 4.5364554 2.8425251 3.6073212 3.3227701 2.5075143
## [367] 2.9619143 1.8685578 3.1637430 1.0134847 12.1240638 2.0227375
## [373] 12.7409828 4.1327330 1.7425307 7.5307156 4.4328072 6.3257734
## [379] 6.6146128 2.0018401 1.2996117 16.4261576 18.3810118 0.8093609
## [385] 1.2448230 2.7550245 3.6118552 2.7624067 3.8547735 4.9249849
## [391] 2.9482972 2.1496641 2.1964185 2.0594390 0.9146617 12.9610339
## [397] 2.5761217 2.0345881 2.1174214 2.6205662 3.4733389 10.2148917
## [403] 4.6114226 2.3680071 2.3534981 2.3400179 2.7947977 1.7097109
## [409] 2.2050551 2.3893819 1.1751658 3.2386841 1.3434503 2.6863958
## [415] 8.3354287 2.2917865 12.9887965 4.2385078 1.2834017 1.9924953
## [421] 10.0186076 6.6644445 9.0376816 5.3686404 5.3064499 4.3977825
## [427] 2.6412441 5.2229708 4.9047915 1.5241958 2.3590407 2.0127937
## [433] 2.7671676 1.5952820 3.5045411 20.0189426 1.1015097 1.1881500
## [439] 2.6717031 11.3803640 1.8590919 1.3924864 2.3947167 2.0437445
## [445] 1.5303143 4.3826671 3.3927998 5.0468776 8.9700471 10.1568487
## [451] 14.5482178 3.9764522 3.0618629 1.7716401 4.7912007 5.6066631
## [457] 5.7075226 4.4909812 16.6687310 18.4484691 2.8764198 17.0295161
## [463] 23.3431413 14.1284039 11.9222730 1.5138218 13.5552743 19.2052315
## [469] 6.9132035 21.9277713 2.2389690 4.9849954 1.1023342 6.9084476
## [475] 1.5573115 10.5611267 2.2595746 4.1632160 7.6342541 47.5752880
## [481] 7.1588827 2.9100172 2.6878073 16.5452512 14.4052923 1.4783305
## [487] 2.6500892 298.8028972 7.2450935 3.9388315 19.3514137 1.0166507
## [493] 1.9568718 1.2872470 2.6506066 2.6003682 5.0077588 1.0995979
## [499] 19.2082206 2.2113987 17.7332529 8.3285984 2.0561339 3.8048404
## [505] 10.6056301 7.4043427 172.3225269 25.1310356 15.9633302 23.6140308
## [511] 6.5232263 6.1453569 2.8973100 3.0912429 7.0687333 14.0836785
## [517] 20.2668169 1.1883836 5.3233926 1.7788218 6.6939111 1.8283119
## [523] 13.7230083 2.4418262 2.7295949 4.7575443 1.9276848 7.8651717
## [529] 4.8989873 5.5001097 19.6282427 9.2252945 4.7474906 4.7346231
## [535] 16.7951134 2.2513091 20.5887515 2.6687465 6.0497562 11.2392753
## [541] 31.1874113 19.5874028 3.3895054 5.3484884 9.2574506 3.2432827
## [547] 11.8967954 5.9553099 10.9763732 3.1455489 3.5842409 4.9615561
## [553] 29.0325825 1.1000750 2.2717210 2.5472143 3.0686318 5.0379890
## [559] 6.0380239 5.9880810 11.3657474 3.3503327 6.7483301 4.1304164
## [565] 4.0269334 2.4250059 4.3133482 5.5190569 6.0502675 2.5800330
## [571] 4.8134614 3.1922532 1.6970302 18.4882930 31.3572310 6.4938137
## [577] 3.7836555 2.6217748 2.9282330 17.5080059 27.9578290 24.3439344
## [583] 4.0862471 2.3212919 1.6945109 2.6843045 8.4157143 3.6395991
## [589] 4.8949258 5.3598621 13.0029302 1.9824083 3.6730102 2.0897996
## [595] 1.9200789 5.7069410 2.6617153 2.2389755 4.7508483 10.7631181
## [601] 12.4715060 8.8550523 5.0866251 2.1801978 4.9825910 8.5633446
## [607] 5.1236431 4.5321254 13.2164566 2.8694795 2.9795256 1.9492541
## [613] 10.2903619 3.8097230 1.2665085 3.3455729 20.8907353 3.4348819
## [619] 3.0702301 3.6345731 3.7545702 4.5527611 17.6112464 14.2684769
## [625] 8.6221085 2.2506207 10.4637542 4.0934374 2.9251759 7.8254738
## [631] 1.2333982 1.9531558 1.8350779 2.4207101 24.5712395 1.0235463
## [637] 3.2657725 8.4418461 1.2561181 27.7705956 2.6408392 2.8820469
## [643] 1.6522475 1.7694739 4.0771136 2.1064063 2.4475055 1.9590414
## [649] 1.7189639 2.0884917 16.2558796 1.8541662 2.1571250 2.7428889
## [655] 8.0443793 1.1860054 18.4663342 19.3279026 1.4764600 1.8757735
## [661] 2.3889363 7.0487899 5.0286958 1.0185773 5.2978434 1.6210175
## [667] 11.3900810 5.4293729 23.9892871 5.6058641 8.6428929 11.4269200
## [673] 2.3376607 3.4010756 2.4520443 2.1626995 3.0224133 5.3595906
## [679] 12.6464831 7.0520057 1.7826815 8.4638530 20.1311522 3.1850636
## [685] 2.4702549 4.7266484 8.6022726 9.6482717 6.2940239 1.6585723
## [691] 4.9042598 15.3046878 16.4128551 3.9975835 134.8075100 4.2945817
## [697] 1.6921547 4.3205513 1.9697324 5.9973339 6.5221582 6.5159728
## [703] 6.4716992 4.0681749 8.1757573 1.3956731 2.6233247 4.2731376
## [709] 30.8698693 1.5349007 3.8501184 21.8411900 4.7347934 1.9377853
## [715] 6.2257663 5.0089937 11.7692518 2.4401572 2.5451528 1.4938259
## [721] 0.8078223 1.7101994 43.6156436 2.4599477 1.3122044 0.9313914
## [727] 1.4620047 2.7157026 2.2907099 2.3179159 4.0556147 2.3927191
## [733] 6.5123381 2.3058362 3.9053142 8.2924104 6.1740368 2.7742721
## [739] 5.8489321 1.3734015 9.5251133 22.4776786 4.0868762 6.8460162
## [745] 2.9384478 3.9225213 12.0193766 14.5391810 18.5129916 1.0901241
## [751] 1.7832072 12.1143773 5.0852177 1.6472602 12.6510563 9.0264874
## [757] 6.4225032 1.6953387 9.2247345 3.8255407 3.8625596 5.8174855
## [763] 6.8623286 3.4361225 3.6839575 5.0891949 1.3831132 12.6025809
## [769] 18.7188155 23.9636082 4.2307353 10.8016683 5.9445935 4.6939430
## [775] 6.6804565 3.0471024 8.2475151 16.5720938 3.3583386 4.5552320
## [781] 2.2242476 6.8028016 6.7328448 4.8558817 2.6960247 0.9626011
## [787] 5.0809218 3.2963093 2.3153700 1.8904985 3.8670596 20.7544735
## [793] 2.4430961 3.6766354 1.7803106 7.8978291 2.3556744 3.9547629
## [799] 0.9644492 2.4784651 4.8056234 8.2251507 19.6756298 9.5476966
## [805] 31.9023318 3.9041762 4.1938689 3.4078723 1.7787138 5.4990460
## [811] 3.2038267 3.7272619 42.5224712 38.9951285 4.9537062 1.1971728
## [817] 0.6978605 2.9264958 3.1276661 2.6354168 7.5554581 2.2489108
## [823] 7.9047966 2.3932577 2.8112912 1.0049166 5.5405178 9.1379719
## [829] 7.1111721 29.3977846 2.5274273 11.1992710 4.6485907 6.9636608
## [835] 3.8758084 5.9515662 135.5484290 3.6241193 3.3923408 2.7519743
## [841] 2.9870414 2.6985564 3.6882730 1.2527564 6.4459797 3.3408301
## [847] 1.1381618 6.9184243 5.1990476 5.8567489 4.6158427 0.8825463
## [853] 5.5459305 3.6802740 3.0192476 26.6928408 11.0934254 10.2970513
## [859] 4.9392436 2.5896747 7.5664806 6.2067543 4.6893033 4.2188971
## [865] 3.2869861 5.8577256 34.2390726 3.8676336 5.0265699 2.7325231
## [871] 15.4300568 2.5785505 1.3504810 1.4119404 5.2490522 7.1372627
## [877] 3.4396634 2.5939208 5.1552252 4.9465150 101.4055452 5.7763883
## [883] 1.4684715 9.1551025 2.0474057 4.0359503 5.0187316 2.4534008
## [889] 1.4577341 8.8335680 2.3062967 4.9256187 9.6824333 13.4159284
## [895] 4.4486499 2.5543127 3.2500653 7.8043992 1.3100711 7.9519986
raisin_MD <- mahalanobis(raisin_x, raisin_cm, raisin_S)
raisin_MD
## [1] 2.9964922 1.1629026 3.2093919 3.0933912 10.0417630 3.2394924
## [7] 5.7776584 2.0601676 5.3060711 3.5013016 1.2294994 4.0224884
## [13] 4.6240523 13.7289447 1.0046255 10.4307990 4.6671726 1.4399008
## [19] 4.7985646 2.8496347 1.7333232 1.1281748 2.9177732 31.9595103
## [25] 3.8386825 1.4637077 7.6420579 0.8411120 12.8676402 2.5973050
## [31] 2.2193332 5.7808469 2.3119931 1.5175102 49.4385355 17.6081708
## [37] 3.7228613 5.1138344 1.0015128 5.0306319 6.1884694 1.0893897
## [43] 2.3926911 16.4388892 2.5069194 5.0155308 1.1487882 14.1066630
## [49] 4.6915779 2.0574406 4.8762744 1.6498883 4.9499783 6.3891179
## [55] 2.6059653 2.7352447 3.6238399 1.9323357 10.6974772 21.3459582
## [61] 1.2201180 2.5289477 2.0149002 2.6191864 1.6625462 1.4232515
## [67] 1.8743540 2.4899160 2.8594846 1.0469514 2.6865781 3.9113735
## [73] 2.2257316 1.1704157 1.5842065 1.6706609 1.5726192 3.7318862
## [79] 4.0686844 5.6302937 1.7636566 2.0342547 2.3816689 12.0997037
## [85] 0.7199786 91.5463459 3.6840639 6.2288926 7.7818167 1.9609623
## [91] 2.0875616 1.2505728 1.3582664 2.3223812 2.4288155 6.0333255
## [97] 6.6018254 2.4588251 2.7535916 8.4276189 3.0131432 2.2922240
## [103] 3.8902865 4.9959080 0.7358428 4.8277827 23.8794778 3.1771439
## [109] 2.0023697 3.4233265 11.2999002 8.7697053 2.6445341 11.4823638
## [115] 2.7715428 1.0594669 4.5613796 4.1652579 1.5922231 2.9015939
## [121] 2.2690741 1.8562058 4.7632105 1.6794629 4.6423052 2.8455278
## [127] 12.2749197 8.5503731 2.3131553 2.9512669 3.9731096 2.1265772
## [133] 3.1513078 1.4702861 1.6401008 2.5927868 2.9794161 3.2355198
## [139] 3.6321502 4.9294292 5.9609251 3.3090136 1.4692496 2.5703479
## [145] 2.3057950 1.2008345 0.6716986 1.7006088 5.6123932 2.2500752
## [151] 6.4260832 3.3173822 1.9787216 3.9578555 2.1923008 1.8324782
## [157] 53.0988638 1.7435790 12.3949339 7.9227727 2.8063892 3.0452892
## [163] 0.6134483 2.6872675 4.5256387 2.8081805 2.7183585 5.5765973
## [169] 1.4114403 3.8040540 2.2673578 2.9405361 1.2076217 5.6298303
## [175] 2.9128357 2.0073216 5.5635340 3.7113155 12.4774017 2.9827480
## [181] 0.9123547 1.8066931 3.0880239 5.5114026 5.8895977 4.2282703
## [187] 14.6635950 2.4525597 1.0323661 3.2161687 4.5365091 5.8085628
## [193] 35.8191727 3.3514807 7.2986796 2.9028646 2.4938760 26.8042644
## [199] 1.1793786 3.3284574 2.6678295 3.2476061 1.7773619 3.3367566
## [205] 1.3970264 1.9353991 6.3249327 0.7957407 6.6508892 4.9062551
## [211] 4.0573445 6.6747419 5.7398647 1.0794937 2.8358349 2.9026961
## [217] 5.5163592 3.5420468 2.1772027 3.4325769 6.3522511 2.3981763
## [223] 12.2049375 1.9254027 3.5955683 1.5816842 1.8477498 0.8825853
## [229] 10.9162238 3.2054617 1.6650628 13.7044873 0.9910381 10.2322196
## [235] 3.9917223 22.3515924 15.4406383 2.9399598 12.1641134 5.0061056
## [241] 1.4848841 6.3071244 1.4756790 3.4594249 4.7623215 1.8689146
## [247] 8.4620618 1.4369597 2.2496202 2.2319152 5.2581961 18.9711763
## [253] 7.8816632 21.9743860 1.7437147 4.6846182 5.6978036 6.2477423
## [259] 4.9375941 7.2144135 0.6325323 2.1588581 5.6452253 4.7912867
## [265] 0.7652323 1.6988157 4.1824496 2.2279481 3.7712846 2.8120948
## [271] 4.0616209 4.5331046 4.9926194 1.6115693 6.5069407 22.7596942
## [277] 1.9015982 5.4933890 5.0789621 1.9278502 2.2412356 3.8407569
## [283] 2.1563571 0.9861534 1.5035695 1.1236038 3.4613497 1.6428559
## [289] 1.9769439 2.1788878 108.9140433 3.1512749 3.4131989 1.5606800
## [295] 1.7568331 3.9049917 6.6688900 11.3259764 4.7952902 7.6389730
## [301] 3.4613970 2.7611692 1.0962531 1.5083150 0.8004295 3.6509539
## [307] 10.8486059 3.6073725 3.0128393 8.9328316 2.7556949 7.4389831
## [313] 3.9771850 10.6608237 3.0011647 6.1503768 30.5765146 7.0964909
## [319] 7.2918116 1.2895756 2.7586660 1.2005947 5.2490289 0.7458435
## [325] 1.4597796 9.7093972 1.6036972 3.3090468 1.6293543 1.4561808
## [331] 3.2815627 2.3195501 5.6826042 1.0919189 11.7315628 9.8565997
## [337] 3.1943884 1.8182078 1.4426778 6.3676464 5.3074117 2.9513442
## [343] 3.7711515 3.2881018 1.4458275 1.7263207 4.3742629 1.0780583
## [349] 1.3762103 2.6126008 3.5802144 2.3565762 6.1325915 3.6452440
## [355] 2.3639559 1.4441348 22.2236140 2.6156783 0.7847918 1.6457387
## [361] 5.1280505 4.5364554 2.8425251 3.6073212 3.3227701 2.5075143
## [367] 2.9619143 1.8685578 3.1637430 1.0134847 12.1240638 2.0227375
## [373] 12.7409828 4.1327330 1.7425307 7.5307156 4.4328072 6.3257734
## [379] 6.6146128 2.0018401 1.2996117 16.4261576 18.3810118 0.8093609
## [385] 1.2448230 2.7550245 3.6118552 2.7624067 3.8547735 4.9249849
## [391] 2.9482972 2.1496641 2.1964185 2.0594390 0.9146617 12.9610339
## [397] 2.5761217 2.0345881 2.1174214 2.6205662 3.4733389 10.2148917
## [403] 4.6114226 2.3680071 2.3534981 2.3400179 2.7947977 1.7097109
## [409] 2.2050551 2.3893819 1.1751658 3.2386841 1.3434503 2.6863958
## [415] 8.3354287 2.2917865 12.9887965 4.2385078 1.2834017 1.9924953
## [421] 10.0186076 6.6644445 9.0376816 5.3686404 5.3064499 4.3977825
## [427] 2.6412441 5.2229708 4.9047915 1.5241958 2.3590407 2.0127937
## [433] 2.7671676 1.5952820 3.5045411 20.0189426 1.1015097 1.1881500
## [439] 2.6717031 11.3803640 1.8590919 1.3924864 2.3947167 2.0437445
## [445] 1.5303143 4.3826671 3.3927998 5.0468776 8.9700471 10.1568487
## [451] 14.5482178 3.9764522 3.0618629 1.7716401 4.7912007 5.6066631
## [457] 5.7075226 4.4909812 16.6687310 18.4484691 2.8764198 17.0295161
## [463] 23.3431413 14.1284039 11.9222730 1.5138218 13.5552743 19.2052315
## [469] 6.9132035 21.9277713 2.2389690 4.9849954 1.1023342 6.9084476
## [475] 1.5573115 10.5611267 2.2595746 4.1632160 7.6342541 47.5752880
## [481] 7.1588827 2.9100172 2.6878073 16.5452512 14.4052923 1.4783305
## [487] 2.6500892 298.8028972 7.2450935 3.9388315 19.3514137 1.0166507
## [493] 1.9568718 1.2872470 2.6506066 2.6003682 5.0077588 1.0995979
## [499] 19.2082206 2.2113987 17.7332529 8.3285984 2.0561339 3.8048404
## [505] 10.6056301 7.4043427 172.3225269 25.1310356 15.9633302 23.6140308
## [511] 6.5232263 6.1453569 2.8973100 3.0912429 7.0687333 14.0836785
## [517] 20.2668169 1.1883836 5.3233926 1.7788218 6.6939111 1.8283119
## [523] 13.7230083 2.4418262 2.7295949 4.7575443 1.9276848 7.8651717
## [529] 4.8989873 5.5001097 19.6282427 9.2252945 4.7474906 4.7346231
## [535] 16.7951134 2.2513091 20.5887515 2.6687465 6.0497562 11.2392753
## [541] 31.1874113 19.5874028 3.3895054 5.3484884 9.2574506 3.2432827
## [547] 11.8967954 5.9553099 10.9763732 3.1455489 3.5842409 4.9615561
## [553] 29.0325825 1.1000750 2.2717210 2.5472143 3.0686318 5.0379890
## [559] 6.0380239 5.9880810 11.3657474 3.3503327 6.7483301 4.1304164
## [565] 4.0269334 2.4250059 4.3133482 5.5190569 6.0502675 2.5800330
## [571] 4.8134614 3.1922532 1.6970302 18.4882930 31.3572310 6.4938137
## [577] 3.7836555 2.6217748 2.9282330 17.5080059 27.9578290 24.3439344
## [583] 4.0862471 2.3212919 1.6945109 2.6843045 8.4157143 3.6395991
## [589] 4.8949258 5.3598621 13.0029302 1.9824083 3.6730102 2.0897996
## [595] 1.9200789 5.7069410 2.6617153 2.2389755 4.7508483 10.7631181
## [601] 12.4715060 8.8550523 5.0866251 2.1801978 4.9825910 8.5633446
## [607] 5.1236431 4.5321254 13.2164566 2.8694795 2.9795256 1.9492541
## [613] 10.2903619 3.8097230 1.2665085 3.3455729 20.8907353 3.4348819
## [619] 3.0702301 3.6345731 3.7545702 4.5527611 17.6112464 14.2684769
## [625] 8.6221085 2.2506207 10.4637542 4.0934374 2.9251759 7.8254738
## [631] 1.2333982 1.9531558 1.8350779 2.4207101 24.5712395 1.0235463
## [637] 3.2657725 8.4418461 1.2561181 27.7705956 2.6408392 2.8820469
## [643] 1.6522475 1.7694739 4.0771136 2.1064063 2.4475055 1.9590414
## [649] 1.7189639 2.0884917 16.2558796 1.8541662 2.1571250 2.7428889
## [655] 8.0443793 1.1860054 18.4663342 19.3279026 1.4764600 1.8757735
## [661] 2.3889363 7.0487899 5.0286958 1.0185773 5.2978434 1.6210175
## [667] 11.3900810 5.4293729 23.9892871 5.6058641 8.6428929 11.4269200
## [673] 2.3376607 3.4010756 2.4520443 2.1626995 3.0224133 5.3595906
## [679] 12.6464831 7.0520057 1.7826815 8.4638530 20.1311522 3.1850636
## [685] 2.4702549 4.7266484 8.6022726 9.6482717 6.2940239 1.6585723
## [691] 4.9042598 15.3046878 16.4128551 3.9975835 134.8075100 4.2945817
## [697] 1.6921547 4.3205513 1.9697324 5.9973339 6.5221582 6.5159728
## [703] 6.4716992 4.0681749 8.1757573 1.3956731 2.6233247 4.2731376
## [709] 30.8698693 1.5349007 3.8501184 21.8411900 4.7347934 1.9377853
## [715] 6.2257663 5.0089937 11.7692518 2.4401572 2.5451528 1.4938259
## [721] 0.8078223 1.7101994 43.6156436 2.4599477 1.3122044 0.9313914
## [727] 1.4620047 2.7157026 2.2907099 2.3179159 4.0556147 2.3927191
## [733] 6.5123381 2.3058362 3.9053142 8.2924104 6.1740368 2.7742721
## [739] 5.8489321 1.3734015 9.5251133 22.4776786 4.0868762 6.8460162
## [745] 2.9384478 3.9225213 12.0193766 14.5391810 18.5129916 1.0901241
## [751] 1.7832072 12.1143773 5.0852177 1.6472602 12.6510563 9.0264874
## [757] 6.4225032 1.6953387 9.2247345 3.8255407 3.8625596 5.8174855
## [763] 6.8623286 3.4361225 3.6839575 5.0891949 1.3831132 12.6025809
## [769] 18.7188155 23.9636082 4.2307353 10.8016683 5.9445935 4.6939430
## [775] 6.6804565 3.0471024 8.2475151 16.5720938 3.3583386 4.5552320
## [781] 2.2242476 6.8028016 6.7328448 4.8558817 2.6960247 0.9626011
## [787] 5.0809218 3.2963093 2.3153700 1.8904985 3.8670596 20.7544735
## [793] 2.4430961 3.6766354 1.7803106 7.8978291 2.3556744 3.9547629
## [799] 0.9644492 2.4784651 4.8056234 8.2251507 19.6756298 9.5476966
## [805] 31.9023318 3.9041762 4.1938689 3.4078723 1.7787138 5.4990460
## [811] 3.2038267 3.7272619 42.5224712 38.9951285 4.9537062 1.1971728
## [817] 0.6978605 2.9264958 3.1276661 2.6354168 7.5554581 2.2489108
## [823] 7.9047966 2.3932577 2.8112912 1.0049166 5.5405178 9.1379719
## [829] 7.1111721 29.3977846 2.5274273 11.1992710 4.6485907 6.9636608
## [835] 3.8758084 5.9515662 135.5484290 3.6241193 3.3923408 2.7519743
## [841] 2.9870414 2.6985564 3.6882730 1.2527564 6.4459797 3.3408301
## [847] 1.1381618 6.9184243 5.1990476 5.8567489 4.6158427 0.8825463
## [853] 5.5459305 3.6802740 3.0192476 26.6928408 11.0934254 10.2970513
## [859] 4.9392436 2.5896747 7.5664806 6.2067543 4.6893033 4.2188971
## [865] 3.2869861 5.8577256 34.2390726 3.8676336 5.0265699 2.7325231
## [871] 15.4300568 2.5785505 1.3504810 1.4119404 5.2490522 7.1372627
## [877] 3.4396634 2.5939208 5.1552252 4.9465150 101.4055452 5.7763883
## [883] 1.4684715 9.1551025 2.0474057 4.0359503 5.0187316 2.4534008
## [889] 1.4577341 8.8335680 2.3062967 4.9256187 9.6824333 13.4159284
## [895] 4.4486499 2.5543127 3.2500653 7.8043992 1.3100711 7.9519986
raisin_data$pvalues <- pchisq(raisin_MD, df=3, lower.tail=FALSE)
raisin_data
## # A tibble: 900 × 9
## Area MajorAxisLength MinorAxi…¹ Eccen…² Conve…³ Extent Perim…⁴ Class pvalues
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <chr> <dbl>
## 1 87524 442. 253. 0.820 90546 0.759 1184. Keci… 0.392
## 2 75166 407. 243. 0.802 78789 0.684 1122. Keci… 0.762
## 3 90856 442. 266. 0.798 93717 0.638 1209. Keci… 0.360
## 4 45928 287. 209. 0.685 47336 0.700 844. Keci… 0.377
## 5 79408 352. 291. 0.564 81463 0.793 1073. Keci… 0.0182
## 6 49242 318. 200. 0.777 51368 0.658 882. Keci… 0.356
## 7 42492 310. 176. 0.823 43904 0.666 824. Keci… 0.123
## 8 60952 332. 235. 0.706 62329 0.744 933. Keci… 0.560
## 9 42256 323. 173. 0.845 44743 0.698 850. Keci… 0.151
## 10 64380 367. 228. 0.784 66125 0.664 982. Keci… 0.321
## # … with 890 more rows, and abbreviated variable names ¹MinorAxisLength,
## # ²Eccentricity, ³ConvexArea, ⁴Perimeter
# BoxM
library(biotools)
## Loading required package: MASS
## ---
## biotools version 4.2
boxM(raisin_data[,1:7],Class)
##
## Box's M-test for Homogeneity of Covariance Matrices
##
## data: raisin_data[, 1:7]
## Chi-Sq (approx.) = 2394.2, df = 28, p-value < 2.2e-16